Homework 2¶


Name: Geczi-Kis Georgian-Marian

Course: MLAIBD4ILV - Machine Learning, Artificial Intelligence and Big Data Analytics (IMC UAS Krems, SS24)


In [ ]:
library(data.table)
library(dplyr)
library(plotly)
library(caret)
library(mltools)
library(ROSE)

library(rpart) # Decision trees
library(rpart.plot) # Plotting decision trees

library(e1071) # SVM

library(class) # KNN

library(ranger) # Random Forest
library(adabag) # AdaBoost
library(xgboost) # XGBoost
In [ ]:
if (rstudioapi::isAvailable())
  setwd(dirname(rstudioapi::getActiveDocumentContext()$path))

train_data <- fread("eeg_training.csv", col.names = c(paste0("c", 1:16), "eyes"), colClasses = c(rep("numeric", 16), "factor"))
test_data <- fread("eeg_test.csv", col.names = c(paste0("c", 1:16), "eyes"), colClasses = c(rep("numeric", 16), "factor"))

# I observed that there are no titles for the columns, so I added them manually, altogether with the column types
In [ ]:
train_data[, eyes := as.factor(ifelse(eyes == "1", "open", "closed"))]
test_data[, eyes := as.factor(ifelse(eyes == "1", "open", "closed"))]
In [ ]:
# observe the data

head(train_data) # we visualise the first rows from our train data
head(test_data)
str(train_data)
dim(train_data) # it has 10485 rows and 17 columns
dim(test_data) # test dataset has 4493 rows

summary(train_data) # we have most of the missing data in c14, 15 missing values in c5 and 6 in c8
A data.table: 6 × 17
c1c2c3c4c5c6c7c8c9c10c11c12c13c14c15c16eyes
<dbl><dbl><dbl><dbl><dbl><dbl><dbl><dbl><dbl><dbl><dbl><dbl><dbl><dbl><dbl><dbl><fct>
4271.2434268.2964023.8554633.7014123.5194349.3174219.9384099.9094208.9194628.0774191.7184217.9554289.9884236.0894566.7114340.008open
4289.5594246.5573942.5664625.2474109.7794324.0644238.6944055.5654203.1224605.4274203.0274230.0534275.5754165.3584603.0464339.954open
4269.3434268.1234002.4234619.6554119.2644341.9754218.0834059.8384207.6424633.6514195.5854249.3874266.6584095.2974585.6754340.059open
4277.7744241.8733974.0924588.9514094.7444315.3714226.8714045.7034181.7124602.1624196.0754223.0624263.6284084.8244590.4014342.895open
4305.4154278.2543990.9354612.9094131.0574341.8334234.3954078.7374210.5744631.5654206.7044230.6284279.9254178.8394619.4074354.185closed
4314.0164268.6124003.0844630.9534130.8734346.0554233.2254072.4074209.8624617.9184210.5084221.5954274.8164098.4034597.9934354.669open
A data.table: 6 × 17
c1c2c3c4c5c6c7c8c9c10c11c12c13c14c15c16eyes
<dbl><dbl><dbl><dbl><dbl><dbl><dbl><dbl><dbl><dbl><dbl><dbl><dbl><dbl><dbl><dbl><fct>
4287.184246.154026.674619.494127.694354.364220.514093.334198.464597.954190.264213.334267.184035.1184581.544340.51open
4285.644262.054003.084616.924120.514343.084237.444055.904206.674617.954172.314228.214269.234137.2694598.974346.67closed
4286.154257.443999.494611.284122.054332.824211.794048.214191.794605.134193.854233.334269.744180.0604591.794347.18open
4299.494267.694018.974626.674124.104344.624225.644076.414190.774612.314202.564242.054267.184155.3114587.694368.72closed
4296.414280.004070.264632.314177.954366.154210.774077.954184.104638.464188.724230.264278.974186.6974567.184323.59open
4274.874247.693978.974597.444112.314327.184207.694046.674176.414602.054195.904222.564267.184013.6464575.904346.15closed
Classes 'data.table' and 'data.frame':	10486 obs. of  17 variables:
 $ c1  : num  4271 4290 4269 4278 4305 ...
 $ c2  : num  4268 4247 4268 4242 4278 ...
 $ c3  : num  4024 3943 4002 3974 3991 ...
 $ c4  : num  4634 4625 4620 4589 4613 ...
 $ c5  : num  4124 4110 4119 4095 4131 ...
 $ c6  : num  4349 4324 4342 4315 4342 ...
 $ c7  : num  4220 4239 4218 4227 4234 ...
 $ c8  : num  4100 4056 4060 4046 4079 ...
 $ c9  : num  4209 4203 4208 4182 4211 ...
 $ c10 : num  4628 4605 4634 4602 4632 ...
 $ c11 : num  4192 4203 4196 4196 4207 ...
 $ c12 : num  4218 4230 4249 4223 4231 ...
 $ c13 : num  4290 4276 4267 4264 4280 ...
 $ c14 : num  4236 4165 4095 4085 4179 ...
 $ c15 : num  4567 4603 4586 4590 4619 ...
 $ c16 : num  4340 4340 4340 4343 4354 ...
 $ eyes: Factor w/ 2 levels "closed","open": 2 2 2 2 1 2 1 1 1 2 ...
 - attr(*, ".internal.selfref")=<externalptr> 
  1. 10486
  2. 17
  1. 4494
  2. 17
       c1             c2             c3             c4               c5        
 Min.   :1045   Min.   :1047   Min.   :2831   Min.   :  2762   Min.   :  2453  
 1st Qu.:4280   1st Qu.:4251   1st Qu.:3991   1st Qu.:  4610   1st Qu.:  4108  
 Median :4294   Median :4262   Median :4006   Median :  4618   Median :  4120  
 Mean   :4301   Mean   :4264   Mean   :4010   Mean   :  4654   Mean   :  4183  
 3rd Qu.:4311   3rd Qu.:4272   3rd Qu.:4024   3rd Qu.:  4627   3rd Qu.:  4132  
 Max.   :7402   Max.   :5768   Max.   :7804   Max.   :362561   Max.   :642572  
                                                               NA's   :15      
       c6             c7             c8               c9            c10      
 Min.   :2085   Min.   :1816   Min.   :  3584   Min.   :1353   Min.   :4555  
 1st Qu.:4331   1st Qu.:4220   1st Qu.:  4058   1st Qu.:4190   1st Qu.:4604  
 Median :4339   Median :4229   Median :  4070   Median :4200   Median :4614  
 Mean   :4342   Mean   :4231   Mean   :  4127   Mean   :4201   Mean   :4616  
 3rd Qu.:4348   3rd Qu.:4240   3rd Qu.:  4084   3rd Qu.:4210   3rd Qu.:4625  
 Max.   :6472   Max.   :6683   Max.   :567191   Max.   :7148   Max.   :7259  
                               NA's   :6                                     
      c11            c12            c13            c14             c15         
 Min.   :3282   Min.   :1816   Min.   :3095   Min.   :4057    Min.   :  79.93  
 1st Qu.:4189   1st Qu.:4220   1st Qu.:4267   1st Qu.:4112    1st Qu.:4589.85  
 Median :4201   Median :4229   Median :4277   Median :4153    Median :4603.20  
 Mean   :4202   Mean   :4231   Mean   :4279   Mean   :4157    Mean   :4604.96  
 3rd Qu.:4212   3rd Qu.:4240   3rd Qu.:4288   3rd Qu.:4205    3rd Qu.:4618.12  
 Max.   :6142   Max.   :6683   Max.   :7007   Max.   :4255    Max.   :4831.53  
                                              NA's   :10319                    
      c16             eyes     
 Min.   :  1357   closed:4709  
 1st Qu.:  4341   open  :5777  
 Median :  4355                
 Mean   :  4440                
 3rd Qu.:  4373                
 Max.   :715901                
                               
In [ ]:
na_train <- sum(is.na(train_data))
na_train # there are 10340 NA values in our train data

na_test <- sum(is.na(test_data))
na_test # there aren't any NA values
10340
0
In [ ]:
# I cannot use na.omit() function, or my training data will remain with 166 rows
# I will drop the column C14, as it has 10340 missing values
# I am thinking to na.omit() the other 2 columns because there are maximum 21 rows that will be dropped. 

train_data <- select(train_data, -c14)
test_data <- select(test_data, -c14)

train_data <- na.omit(train_data)

summary(train_data)
       c1             c2             c3             c4               c5        
 Min.   :1045   Min.   :1047   Min.   :2831   Min.   :  2762   Min.   :  2453  
 1st Qu.:4280   1st Qu.:4251   1st Qu.:3991   1st Qu.:  4610   1st Qu.:  4108  
 Median :4294   Median :4262   Median :4006   Median :  4618   Median :  4120  
 Mean   :4301   Mean   :4264   Mean   :4010   Mean   :  4654   Mean   :  4183  
 3rd Qu.:4311   3rd Qu.:4272   3rd Qu.:4024   3rd Qu.:  4627   3rd Qu.:  4132  
 Max.   :7402   Max.   :5768   Max.   :7804   Max.   :362561   Max.   :642572  
       c6             c7             c8               c9            c10      
 Min.   :2085   Min.   :1816   Min.   :  3584   Min.   :1353   Min.   :4555  
 1st Qu.:4331   1st Qu.:4220   1st Qu.:  4058   1st Qu.:4190   1st Qu.:4604  
 Median :4339   Median :4229   Median :  4070   Median :4200   Median :4614  
 Mean   :4342   Mean   :4231   Mean   :  4127   Mean   :4201   Mean   :4616  
 3rd Qu.:4348   3rd Qu.:4240   3rd Qu.:  4084   3rd Qu.:4210   3rd Qu.:4625  
 Max.   :6472   Max.   :6683   Max.   :567191   Max.   :7148   Max.   :7259  
      c11            c12            c13            c15         
 Min.   :3282   Min.   :1816   Min.   :3095   Min.   :  79.93  
 1st Qu.:4189   1st Qu.:4220   1st Qu.:4267   1st Qu.:4589.85  
 Median :4201   Median :4229   Median :4277   Median :4603.21  
 Mean   :4202   Mean   :4231   Mean   :4279   Mean   :4604.95  
 3rd Qu.:4212   3rd Qu.:4240   3rd Qu.:4288   3rd Qu.:4618.13  
 Max.   :6142   Max.   :6683   Max.   :7007   Max.   :4831.53  
      c16             eyes     
 Min.   :  1357   closed:4701  
 1st Qu.:  4341   open  :5764  
 Median :  4355                
 Mean   :  4440                
 3rd Qu.:  4373                
 Max.   :715901                
In [ ]:
boxplot(train_data[, 1], main = names(train_data)[1], ylab = "Value")

# first column has some outliers, very weird proportionated
# I assume that the rest of the data also have plenty of outliers
No description has been provided for this image

It doesn't make sense to do boxplots for all the 15 columns.

I wanted to check how many outliers I have in my data, but because this is medical data, I am not sure if outliers should be removed or not. I know that KNN and SVM are kind of sensitive to outliers, but being medical data, they are not anomalies, and might be important for our research.


Part 1: Decision Tree model¶

I don't know if I should do also the method with the stopping criterion or not, so I am gonna do both and predict them at the end.

Method 1¶

I will use the stopping criterion.

In [ ]:
dtree_default <- rpart(eyes ~ ., method = "class", data = train_data)
rpart.plot(dtree_default, type = 2, extra = 101, fallen.leaves = F, main = "Decision Tree for EEG data", tweak=1.2)
No description has been provided for this image
In [ ]:
print(dtree_default)
printcp(dtree_default)
plotcp(dtree_default)
# best cp look to be at 0.011
# it seems underfit
n= 10465 

node), split, n, loss, yval, (yprob)
      * denotes terminal node

 1) root 10465 4701 open (0.44921166 0.55078834)  
   2) c16>=4363.988 3783 1662 closed (0.56066614 0.43933386)  
     4) c3< 3988.343 551   81 closed (0.85299456 0.14700544) *
     5) c3>=3988.343 3232 1581 closed (0.51082921 0.48917079)  
      10) c8>=4095.476 746  206 closed (0.72386059 0.27613941)  
        20) c4< 4708.531 677  142 closed (0.79025111 0.20974889) *
        21) c4>=4708.531 69    5 open (0.07246377 0.92753623) *
      11) c8< 4095.476 2486 1111 open (0.44690265 0.55309735)  
        22) c3< 4061.067 2120 1033 open (0.48726415 0.51273585)  
          44) c4< 4616.92 850  332 closed (0.60941176 0.39058824) *
          45) c4>=4616.92 1270  515 open (0.40551181 0.59448819)  
            90) c16>=4398.411 138   35 closed (0.74637681 0.25362319) *
            91) c16< 4398.411 1132  412 open (0.36395760 0.63604240) *
        23) c3>=4061.067 366   78 open (0.21311475 0.78688525) *
   3) c16< 4363.988 6682 2580 open (0.38611194 0.61388806)  
     6) c8< 4054.442 1704  718 closed (0.57863850 0.42136150)  
      12) c13>=4264.208 1019  300 closed (0.70559372 0.29440628) *
      13) c13< 4264.208 685  267 open (0.38978102 0.61021898)  
        26) c15>=4605.457 107   21 closed (0.80373832 0.19626168) *
        27) c15< 4605.457 578  181 open (0.31314879 0.68685121) *
     7) c8>=4054.442 4978 1594 open (0.32020892 0.67979108) *

Classification tree:
rpart(formula = eyes ~ ., data = train_data, method = "class")

Variables actually used in tree construction:
[1] c13 c15 c16 c3  c4  c8 

Root node error: 4701/10465 = 0.44921

n= 10465 

        CP nsplit rel error  xerror     xstd
1 0.097639      0   1.00000 1.00000 0.010824
2 0.057009      1   0.90236 0.91895 0.010714
3 0.032121      2   0.84535 0.82472 0.010509
4 0.028079      3   0.81323 0.80642 0.010459
5 0.019783      5   0.75707 0.75495 0.010302
6 0.014465      7   0.71751 0.74325 0.010262
7 0.013827      8   0.70304 0.73346 0.010228
8 0.012551      9   0.68922 0.72708 0.010205
9 0.010000     10   0.67666 0.71240 0.010151
No description has been provided for this image

Method 2¶

I will grow the entire tree and then prune it.

In [ ]:
dtree_full <- rpart::rpart(eyes ~ ., method = "class", data = train_data,
                           control = rpart.control(minsplit = 1, cp = 0))
In [ ]:
print(dtree_full) # it seems the tree is overfitted
# I will tune manually the cp parameter
n= 10465 

node), split, n, loss, yval, (yprob)
      * denotes terminal node

         1) root 10465 4701 open (0.449211658 0.550788342)  
           2) c16>=4363.988 3783 1662 closed (0.560666138 0.439333862)  
             4) c3< 3988.343 551   81 closed (0.852994555 0.147005445)  
               8) c16>=4372.127 421   30 closed (0.928741093 0.071258907)  
                16) c1< 5828.922 419   28 closed (0.933174224 0.066825776)  
                  32) c13>=4284.438 319   11 closed (0.965517241 0.034482759)  
                    64) c5< 4148.191 317   10 closed (0.968454259 0.031545741)  
                     128) c8>=4073.472 264    4 closed (0.984848485 0.015151515)  
                       256) c4< 4643.518 259    3 closed (0.988416988 0.011583012)  
                         512) c16>=4380.224 227    1 closed (0.995594714 0.004405286)  
                          1024) c12>=4214.917 186    0 closed (1.000000000 0.000000000) *
                          1025) c12< 4214.917 41    1 closed (0.975609756 0.024390244)  
                            2050) c12< 4214.571 40    0 closed (1.000000000 0.000000000) *
                            2051) c12>=4214.571 1    0 open (0.000000000 1.000000000) *
                         513) c16< 4380.224 32    2 closed (0.937500000 0.062500000)  
                          1026) c2< 4282.844 31    1 closed (0.967741935 0.032258065)  
                            2052) c7< 4264.055 30    0 closed (1.000000000 0.000000000) *
                            2053) c7>=4264.055 1    0 open (0.000000000 1.000000000) *
                          1027) c2>=4282.844 1    0 open (0.000000000 1.000000000) *
                       257) c4>=4643.518 5    1 closed (0.800000000 0.200000000)  
                         514) c4>=4643.936 4    0 closed (1.000000000 0.000000000) *
                         515) c4< 4643.936 1    0 open (0.000000000 1.000000000) *
                     129) c8< 4073.472 53    6 closed (0.886792453 0.113207547)  
                       258) c4< 4616.931 44    2 closed (0.954545455 0.045454545)  
                         516) c5>=4099.821 37    0 closed (1.000000000 0.000000000) *
                         517) c5< 4099.821 7    2 closed (0.714285714 0.285714286)  
                          1034) c2< 4264.336 5    0 closed (1.000000000 0.000000000) *
                          1035) c2>=4264.336 2    0 open (0.000000000 1.000000000) *
                       259) c4>=4616.931 9    4 closed (0.555555556 0.444444444)  
                         518) c6>=4342.2 4    0 closed (1.000000000 0.000000000) *
                         519) c6< 4342.2 5    1 open (0.200000000 0.800000000)  
                          1038) c7< 4233.884 1    0 closed (1.000000000 0.000000000) *
                          1039) c7>=4233.884 4    0 open (0.000000000 1.000000000) *
                    65) c5>=4148.191 2    1 closed (0.500000000 0.500000000)  
                     130) c1>=4321.869 1    0 closed (1.000000000 0.000000000) *
                     131) c1< 4321.869 1    0 open (0.000000000 1.000000000) *
                  33) c13< 4284.438 100   17 closed (0.830000000 0.170000000)  
                    66) c9< 4213.347 75    5 closed (0.933333333 0.066666667)  
                     132) c3< 3983.336 67    1 closed (0.985074627 0.014925373)  
                       264) c8>=4058.369 64    0 closed (1.000000000 0.000000000) *
                       265) c8< 4058.369 3    1 closed (0.666666667 0.333333333)  
                         530) c1>=4299.828 2    0 closed (1.000000000 0.000000000) *
                         531) c1< 4299.828 1    0 open (0.000000000 1.000000000) *
                     133) c3>=3983.336 8    4 closed (0.500000000 0.500000000)  
                       266) c3>=3986.257 4    0 closed (1.000000000 0.000000000) *
                       267) c3< 3986.257 4    0 open (0.000000000 1.000000000) *
                    67) c9>=4213.347 25   12 closed (0.520000000 0.480000000)  
                     134) c15< 4634.608 9    1 closed (0.888888889 0.111111111)  
                       268) c2< 4271.079 8    0 closed (1.000000000 0.000000000) *
                       269) c2>=4271.079 1    0 open (0.000000000 1.000000000) *
                     135) c15>=4634.608 16    5 open (0.312500000 0.687500000)  
                       270) c6>=4340.742 3    0 closed (1.000000000 0.000000000) *
                       271) c6< 4340.742 13    2 open (0.153846154 0.846153846)  
                         542) c16>=4390.861 3    1 closed (0.666666667 0.333333333)  
                          1084) c1< 4308.26 2    0 closed (1.000000000 0.000000000) *
                          1085) c1>=4308.26 1    0 open (0.000000000 1.000000000) *
                         543) c16< 4390.861 10    0 open (0.000000000 1.000000000) *
                17) c1>=5828.922 2    0 open (0.000000000 1.000000000) *
               9) c16< 4372.127 130   51 closed (0.607692308 0.392307692)  
                18) c11< 4195.355 44    1 closed (0.977272727 0.022727273)  
                  36) c8>=4049.927 43    0 closed (1.000000000 0.000000000) *
                  37) c8< 4049.927 1    0 open (0.000000000 1.000000000) *
                19) c11>=4195.355 86   36 open (0.418604651 0.581395349)  
                  38) c8>=4088.823 21    2 closed (0.904761905 0.095238095)  
                    76) c2< 4267.525 18    0 closed (1.000000000 0.000000000) *
                    77) c2>=4267.525 3    1 open (0.333333333 0.666666667)  
                     154) c3>=3985.256 1    0 closed (1.000000000 0.000000000) *
                     155) c3< 3985.256 2    0 open (0.000000000 1.000000000) *
                  39) c8< 4088.823 65   17 open (0.261538462 0.738461538)  
                    78) c1>=4304.607 20    9 closed (0.550000000 0.450000000)  
                     156) c6< 4333.754 10    0 closed (1.000000000 0.000000000) *
                     157) c6>=4333.754 10    1 open (0.100000000 0.900000000)  
                       314) c1< 4305.935 1    0 closed (1.000000000 0.000000000) *
                       315) c1>=4305.935 9    0 open (0.000000000 1.000000000) *
                    79) c1< 4304.607 45    6 open (0.133333333 0.866666667)  
                     158) c6>=4335.025 19    6 open (0.315789474 0.684210526)  
                       316) c1< 4294.549 10    4 closed (0.600000000 0.400000000)  
                         632) c12< 4226.257 5    0 closed (1.000000000 0.000000000) *
                         633) c12>=4226.257 5    1 open (0.200000000 0.800000000)  
                          1266) c2>=4262.669 1    0 closed (1.000000000 0.000000000) *
                          1267) c2< 4262.669 4    0 open (0.000000000 1.000000000) *
                       317) c1>=4294.549 9    0 open (0.000000000 1.000000000) *
                     159) c6< 4335.025 26    0 open (0.000000000 1.000000000) *
             5) c3>=3988.343 3232 1581 closed (0.510829208 0.489170792)  
              10) c8>=4095.476 746  206 closed (0.723860590 0.276139410)  
                20) c4< 4708.531 677  142 closed (0.790251108 0.209748892)  
                  40) c4>=4605.287 656  122 closed (0.814024390 0.185975610)  
                    80) c2< 4311.729 426   39 closed (0.908450704 0.091549296)  
                     160) c8>=4099.521 340   15 closed (0.955882353 0.044117647)  
                       320) c9>=4182.218 339   14 closed (0.958702065 0.041297935)  
                         640) c10>=4594.281 338   13 closed (0.961538462 0.038461538)  
                          1280) c13< 4334.068 337   12 closed (0.964391691 0.035608309)  
                            2560) c8>=4105.224 228    2 closed (0.991228070 0.008771930)  
                              5120) c6>=4330.681 227    1 closed (0.995594714 0.004405286)  
                               10240) c13< 4320.851 221    0 closed (1.000000000 0.000000000) *
                               10241) c13>=4320.851 6    1 closed (0.833333333 0.166666667)  
                                 20482) c13>=4321.444 5    0 closed (1.000000000 0.000000000) *
                                 20483) c13< 4321.444 1    0 open (0.000000000 1.000000000) *
                              5121) c6< 4330.681 1    0 open (0.000000000 1.000000000) *
                            2561) c8< 4105.224 109   10 closed (0.908256881 0.091743119)  
                              5122) c4< 4640.966 75    1 closed (0.986666667 0.013333333)  
                               10244) c4>=4607.083 74    0 closed (1.000000000 0.000000000) *
                               10245) c4< 4607.083 1    0 open (0.000000000 1.000000000) *
                              5123) c4>=4640.966 34    9 closed (0.735294118 0.264705882)  
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                       353) c1< 4302.985 181   73 closed (0.596685083 0.403314917)  
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                       356) c15< 4695.313 42    5 closed (0.880952381 0.119047619)  
                         712) c8< 4080.574 36    1 closed (0.972222222 0.027777778)  
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                       357) c15>=4695.313 11    1 open (0.090909091 0.909090909)  
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                       359) c15>=4581.114 201   64 open (0.318407960 0.681592040)  
                         718) c6>=4343.153 55   26 closed (0.527272727 0.472727273)  
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                                 22985) c2>=4276.615 3    1 open (0.333333333 0.666666667)  
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                              5747) c4< 4612.231 9    0 open (0.000000000 1.000000000) *
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                       410) c12>=4238.913 7    1 closed (0.857142857 0.142857143)  
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                       411) c12< 4238.913 6    0 open (0.000000000 1.000000000) *
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                         830) c16>=4350.406 59   19 open (0.322033898 0.677966102)  
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                       432) c4< 4615.236 56    8 closed (0.857142857 0.142857143)  
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                                 27776) c11>=4167.898 47    5 closed (0.893617021 0.106382979)  
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                                        444416) c5>=4090.986 40    0 closed (1.000000000 0.000000000) *
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                                    116248) c2>=4253.725 22    3 closed (0.863636364 0.136363636)  
                                      232496) c2< 4274.915 21    2 closed (0.904761905 0.095238095)  
                                        464992) c10< 4631.722 20    1 closed (0.950000000 0.050000000)  
                                          929984) c4< 4610.987 17    0 closed (1.000000000 0.000000000) *
                                          929985) c4>=4610.987 3    1 closed (0.666666667 0.333333333)  
                                           1859970) c2>=4263.183 2    0 closed (1.000000000 0.000000000) *
                                           1859971) c2< 4263.183 1    0 open (0.000000000 1.000000000) *
                                        464993) c10>=4631.722 1    0 open (0.000000000 1.000000000) *
                                      232497) c2>=4274.915 1    0 open (0.000000000 1.000000000) *
                                    116249) c2< 4253.725 1    0 open (0.000000000 1.000000000) *
                                   58125) c13< 4267.457 13    5 open (0.384615385 0.615384615)  
                                    116250) c1< 4278.888 3    0 closed (1.000000000 0.000000000) *
                                    116251) c1>=4278.888 10    2 open (0.200000000 0.800000000)  
                                      232502) c1>=4295.999 1    0 closed (1.000000000 0.000000000) *
                                      232503) c1< 4295.999 9    1 open (0.111111111 0.888888889)  
                                        465006) c7< 4211.814 1    0 closed (1.000000000 0.000000000) *
                                        465007) c7>=4211.814 8    0 open (0.000000000 1.000000000) *
                                 29063) c8>=4059.564 111   42 open (0.378378378 0.621621622)  
                                   58126) c11< 4201.906 70   34 open (0.485714286 0.514285714)  
                                    116252) c16>=4352.415 19    3 closed (0.842105263 0.157894737)  
                                      232504) c5>=4093.102 16    1 closed (0.937500000 0.062500000)  
                                        465008) c11>=4178.389 15    0 closed (1.000000000 0.000000000) *
                                        465009) c11< 4178.389 1    0 open (0.000000000 1.000000000) *
                                      232505) c5< 4093.102 3    1 open (0.333333333 0.666666667)  
                                        465010) c1>=4296.878 1    0 closed (1.000000000 0.000000000) *
                                        465011) c1< 4296.878 2    0 open (0.000000000 1.000000000) *
                                    116253) c16< 4352.415 51   18 open (0.352941176 0.647058824)  
                                      232506) c9< 4191.305 16    5 closed (0.687500000 0.312500000)  
                                        465012) c10< 4599.755 6    0 closed (1.000000000 0.000000000) *
                                        465013) c10>=4599.755 10    5 closed (0.500000000 0.500000000)  
                                          930026) c10>=4608.548 4    0 closed (1.000000000 0.000000000) *
                                          930027) c10< 4608.548 6    1 open (0.166666667 0.833333333)  
                                           1860054) c13>=4279.066 1    0 closed (1.000000000 0.000000000) *
                                           1860055) c13< 4279.066 5    0 open (0.000000000 1.000000000) *
                                      232507) c9>=4191.305 35    7 open (0.200000000 0.800000000)  
                                        465014) c1>=4296.719 2    0 closed (1.000000000 0.000000000) *
                                        465015) c1< 4296.719 33    5 open (0.151515152 0.848484848)  
                                          930030) c15< 4564.748 2    0 closed (1.000000000 0.000000000) *
                                          930031) c15>=4564.748 31    3 open (0.096774194 0.903225806)  
                                           1860062) c11< 4177.633 3    1 closed (0.666666667 0.333333333)  
                                             3720124) c2>=4256.881 2    0 closed (1.000000000 0.000000000) *
                                             3720125) c2< 4256.881 1    0 open (0.000000000 1.000000000) *
                                           1860063) c11>=4177.633 28    1 open (0.035714286 0.964285714)  
                                             3720126) c3>=3996.134 1    0 closed (1.000000000 0.000000000) *
                                             3720127) c3< 3996.134 27    0 open (0.000000000 1.000000000) *
                                   58127) c11>=4201.906 41    8 open (0.195121951 0.804878049)  
                                    116254) c15>=4626.61 2    0 closed (1.000000000 0.000000000) *
                                    116255) c15< 4626.61 39    6 open (0.153846154 0.846153846)  
                                      232510) c10>=4632.138 5    2 closed (0.600000000 0.400000000)  
                                        465020) c4< 4613.145 3    0 closed (1.000000000 0.000000000) *
                                        465021) c4>=4613.145 2    0 open (0.000000000 1.000000000) *
                                      232511) c10< 4632.138 34    3 open (0.088235294 0.911764706)  
                                        465022) c3< 3959.689 1    0 closed (1.000000000 0.000000000) *
                                        465023) c3>=3959.689 33    2 open (0.060606061 0.939393939)  
                                          930046) c3>=3997.508 1    0 closed (1.000000000 0.000000000) *
                                          930047) c3< 3997.508 32    1 open (0.031250000 0.968750000)  
                                           1860094) c4< 4600.858 1    0 closed (1.000000000 0.000000000) *
                                           1860095) c4>=4600.858 31    0 open (0.000000000 1.000000000) *
                            3633) c3>=4005.82 59   19 open (0.322033898 0.677966102)  
                              7266) c8< 4060.762 18    7 closed (0.611111111 0.388888889)  
                               14532) c3< 4019.513 15    4 closed (0.733333333 0.266666667)  
                                 29064) c12>=4226.711 11    1 closed (0.909090909 0.090909091)  
                                   58128) c2>=4241.04 10    0 closed (1.000000000 0.000000000) *
                                   58129) c2< 4241.04 1    0 open (0.000000000 1.000000000) *
                                 29065) c12< 4226.711 4    1 open (0.250000000 0.750000000)  
                                   58130) c3>=4016.435 1    0 closed (1.000000000 0.000000000) *
                                   58131) c3< 4016.435 3    0 open (0.000000000 1.000000000) *
                               14533) c3>=4019.513 3    0 open (0.000000000 1.000000000) *
                              7267) c8>=4060.762 41    8 open (0.195121951 0.804878049)  
                               14534) c4>=4615.168 2    0 closed (1.000000000 0.000000000) *
                               14535) c4< 4615.168 39    6 open (0.153846154 0.846153846)  
                                 29070) c1>=4300.199 5    2 closed (0.600000000 0.400000000)  
                                   58140) c1< 4303.515 3    0 closed (1.000000000 0.000000000) *
                                   58141) c1>=4303.515 2    0 open (0.000000000 1.000000000) *
                                 29071) c1< 4300.199 34    3 open (0.088235294 0.911764706)  
                                   58142) c7>=4229.937 3    1 closed (0.666666667 0.333333333)  
                                    116284) c1>=4282.459 2    0 closed (1.000000000 0.000000000) *
                                    116285) c1< 4282.459 1    0 open (0.000000000 1.000000000) *
                                   58143) c7< 4229.937 31    1 open (0.032258065 0.967741935)  
                                    116286) c3>=4020.489 2    1 closed (0.500000000 0.500000000)  
                                      232572) c1>=4285.026 1    0 closed (1.000000000 0.000000000) *
                                      232573) c1< 4285.026 1    0 open (0.000000000 1.000000000) *
                                    116287) c3< 4020.489 29    0 open (0.000000000 1.000000000) *
                          1817) c5>=4111.516 556  222 open (0.399280576 0.600719424)  
                            3634) c8< 4065.008 223  108 closed (0.515695067 0.484304933)  
                              7268) c1>=4284.138 151   57 closed (0.622516556 0.377483444)  
                               14536) c15< 4580.297 31    2 closed (0.935483871 0.064516129)  
                                 29072) c6< 4342.523 28    0 closed (1.000000000 0.000000000) *
                                 29073) c6>=4342.523 3    1 open (0.333333333 0.666666667)  
                                   58146) c4>=4614.509 1    0 closed (1.000000000 0.000000000) *
                                   58147) c4< 4614.509 2    0 open (0.000000000 1.000000000) *
                               14537) c15>=4580.297 120   55 closed (0.541666667 0.458333333)  
                                 29074) c16>=4360.67 11    0 closed (1.000000000 0.000000000) *
                                 29075) c16< 4360.67 109   54 open (0.495412844 0.504587156)  
                                   58150) c2< 4274.297 101   47 closed (0.534653465 0.465346535)  
                                    116300) c9>=4199.969 42   12 closed (0.714285714 0.285714286)  
                                      232600) c4>=4599.56 40   10 closed (0.750000000 0.250000000)  
                                        465200) c13>=4257.306 38    8 closed (0.789473684 0.210526316)  
                                          930400) c4< 4608.128 13    0 closed (1.000000000 0.000000000) *
                                          930401) c4>=4608.128 25    8 closed (0.680000000 0.320000000)  
                                           1860802) c6>=4326.898 23    6 closed (0.739130435 0.260869565)  
                                             3721604) c11< 4216.334 21    4 closed (0.809523810 0.190476190)  
                                               7443208) c4>=4609.826 18    2 closed (0.888888889 0.111111111)  
                                                14886416) c2>=4254.77 17    1 closed (0.941176471 0.058823529)  
                                                  29772832) c5>=4112.815 14    0 closed (1.000000000 0.000000000) *
                                                  29772833) c5< 4112.815 3    1 closed (0.666666667 0.333333333)  
                                                    59545666) c1< 4288.803 2    0 closed (1.000000000 0.000000000) *
                                                    59545667) c1>=4288.803 1    0 open (0.000000000 1.000000000) *
                                                14886417) c2< 4254.77 1    0 open (0.000000000 1.000000000) *
                                               7443209) c4< 4609.826 3    1 open (0.333333333 0.666666667)  
                                                14886418) c2< 4253.918 1    0 closed (1.000000000 0.000000000) *
                                                14886419) c2>=4253.918 2    0 open (0.000000000 1.000000000) *
                                             3721605) c11>=4216.334 2    0 open (0.000000000 1.000000000) *
                                           1860803) c6< 4326.898 2    0 open (0.000000000 1.000000000) *
                                        465201) c13< 4257.306 2    0 open (0.000000000 1.000000000) *
                                      232601) c4< 4599.56 2    0 open (0.000000000 1.000000000) *
                                    116301) c9< 4199.969 59   24 open (0.406779661 0.593220339)  
                                      232602) c11< 4186.549 18    5 closed (0.722222222 0.277777778)  
                                        465204) c11>=4161.953 14    1 closed (0.928571429 0.071428571)  
                                          930408) c5< 4137.579 13    0 closed (1.000000000 0.000000000) *
                                          930409) c5>=4137.579 1    0 open (0.000000000 1.000000000) *
                                        465205) c11< 4161.953 4    0 open (0.000000000 1.000000000) *
                                      232603) c11>=4186.549 41   11 open (0.268292683 0.731707317)  
                                        465206) c16>=4349.756 24   11 open (0.458333333 0.541666667)  
                                          930412) c5>=4116.877 18    7 closed (0.611111111 0.388888889)  
                                           1860824) c10< 4602.955 6    0 closed (1.000000000 0.000000000) *
                                           1860825) c10>=4602.955 12    5 open (0.416666667 0.583333333)  
                                             3721650) c10>=4608.105 7    2 closed (0.714285714 0.285714286)  
                                               7443300) c6>=4328.771 5    0 closed (1.000000000 0.000000000) *
                                               7443301) c6< 4328.771 2    0 open (0.000000000 1.000000000) *
                                             3721651) c10< 4608.105 5    0 open (0.000000000 1.000000000) *
                                          930413) c5< 4116.877 6    0 open (0.000000000 1.000000000) *
                                        465207) c16< 4349.756 17    0 open (0.000000000 1.000000000) *
                                   58151) c2>=4274.297 8    0 open (0.000000000 1.000000000) *
                              7269) c1< 4284.138 72   21 open (0.291666667 0.708333333)  
                               14538) c5< 4115.876 19    8 closed (0.578947368 0.421052632)  
                                 29076) c12< 4237.674 13    3 closed (0.769230769 0.230769231)  
                                   58152) c8>=4057.834 11    1 closed (0.909090909 0.090909091)  
                                    116304) c1< 4283.327 10    0 closed (1.000000000 0.000000000) *
                                    116305) c1>=4283.327 1    0 open (0.000000000 1.000000000) *
                                   58153) c8< 4057.834 2    0 open (0.000000000 1.000000000) *
                                 29077) c12>=4237.674 6    1 open (0.166666667 0.833333333)  
                                   58154) c2< 4234.728 1    0 closed (1.000000000 0.000000000) *
                                   58155) c2>=4234.728 5    0 open (0.000000000 1.000000000) *
                               14539) c5>=4115.876 53   10 open (0.188679245 0.811320755)  
                                 29078) c9>=4212.392 2    0 closed (1.000000000 0.000000000) *
                                 29079) c9< 4212.392 51    8 open (0.156862745 0.843137255)  
                                   58158) c7>=4234.738 3    1 closed (0.666666667 0.333333333)  
                                    116316) c1< 4278.669 2    0 closed (1.000000000 0.000000000) *
                                    116317) c1>=4278.669 1    0 open (0.000000000 1.000000000) *
                                   58159) c7< 4234.738 48    6 open (0.125000000 0.875000000)  
                                    116318) c6< 4320.621 1    0 closed (1.000000000 0.000000000) *
                                    116319) c6>=4320.621 47    5 open (0.106382979 0.893617021)  
                                      232638) c10>=4627.606 1    0 closed (1.000000000 0.000000000) *
                                      232639) c10< 4627.606 46    4 open (0.086956522 0.913043478)  
                                        465278) c16>=4362.361 1    0 closed (1.000000000 0.000000000) *
                                        465279) c16< 4362.361 45    3 open (0.066666667 0.933333333)  
                                          930558) c9< 4184.198 14    3 open (0.214285714 0.785714286)  
                                           1861116) c10>=4615.817 2    0 closed (1.000000000 0.000000000) *
                                           1861117) c10< 4615.817 12    1 open (0.083333333 0.916666667)  
                                             3722234) c4>=4612.73 1    0 closed (1.000000000 0.000000000) *
                                             3722235) c4< 4612.73 11    0 open (0.000000000 1.000000000) *
                                          930559) c9>=4184.198 31    0 open (0.000000000 1.000000000) *
                            3635) c8>=4065.008 333  107 open (0.321321321 0.678678679)  
                              7270) c7>=4232.283 76   37 closed (0.513157895 0.486842105)  
                               14540) c13< 4280.366 41   13 closed (0.682926829 0.317073171)  
                                 29080) c4< 4613.941 31    6 closed (0.806451613 0.193548387)  
                                   58160) c8>=4066.728 28    4 closed (0.857142857 0.142857143)  
                                    116320) c8< 4082.793 24    2 closed (0.916666667 0.083333333)  
                                      232640) c6>=4329.754 17    0 closed (1.000000000 0.000000000) *
                                      232641) c6< 4329.754 7    2 closed (0.714285714 0.285714286)  
                                        465282) c1< 4292.572 4    0 closed (1.000000000 0.000000000) *
                                        465283) c1>=4292.572 3    1 open (0.333333333 0.666666667)  
                                          930566) c1>=4304.342 1    0 closed (1.000000000 0.000000000) *
                                          930567) c1< 4304.342 2    0 open (0.000000000 1.000000000) *
                                    116321) c8>=4082.793 4    2 closed (0.500000000 0.500000000)  
                                      232642) c6< 4342.527 2    0 closed (1.000000000 0.000000000) *
                                      232643) c6>=4342.527 2    0 open (0.000000000 1.000000000) *
                                   58161) c8< 4066.728 3    1 open (0.333333333 0.666666667)  
                                    116322) c3>=4003.989 1    0 closed (1.000000000 0.000000000) *
                                    116323) c3< 4003.989 2    0 open (0.000000000 1.000000000) *
                                 29081) c4>=4613.941 10    3 open (0.300000000 0.700000000)  
                                   58162) c9>=4209.834 4    1 closed (0.750000000 0.250000000)  
                                    116324) c1>=4280.56 3    0 closed (1.000000000 0.000000000) *
                                    116325) c1< 4280.56 1    0 open (0.000000000 1.000000000) *
                                   58163) c9< 4209.834 6    0 open (0.000000000 1.000000000) *
                               14541) c13>=4280.366 35   11 open (0.314285714 0.685714286)  
                                 29082) c2< 4267.609 23   11 open (0.478260870 0.521739130)  
                                   58164) c12>=4224.64 15    5 closed (0.666666667 0.333333333)  
                                    116328) c10< 4614.062 6    0 closed (1.000000000 0.000000000) *
                                    116329) c10>=4614.062 9    4 open (0.444444444 0.555555556)  
                                      232658) c10>=4626.644 5    1 closed (0.800000000 0.200000000)  
                                        465316) c1>=4282.158 4    0 closed (1.000000000 0.000000000) *
                                        465317) c1< 4282.158 1    0 open (0.000000000 1.000000000) *
                                      232659) c10< 4626.644 4    0 open (0.000000000 1.000000000) *
                                   58165) c12< 4224.64 8    1 open (0.125000000 0.875000000)  
                                    116330) c2>=4266.419 1    0 closed (1.000000000 0.000000000) *
                                    116331) c2< 4266.419 7    0 open (0.000000000 1.000000000) *
                                 29083) c2>=4267.609 12    0 open (0.000000000 1.000000000) *
                              7271) c7< 4232.283 257   68 open (0.264591440 0.735408560)  
                               14542) c13< 4252.914 8    2 closed (0.750000000 0.250000000)  
                                 29084) c6>=4338.966 5    0 closed (1.000000000 0.000000000) *
                                 29085) c6< 4338.966 3    1 open (0.333333333 0.666666667)  
                                   58170) c1>=4291.699 1    0 closed (1.000000000 0.000000000) *
                                   58171) c1< 4291.699 2    0 open (0.000000000 1.000000000) *
                               14543) c13>=4252.914 249   62 open (0.248995984 0.751004016)  
                                 29086) c11< 4187.315 77   29 open (0.376623377 0.623376623)  
                                   58172) c3< 4000.199 28   10 closed (0.642857143 0.357142857)  
                                    116344) c15>=4599.346 10    0 closed (1.000000000 0.000000000) *
                                    116345) c15< 4599.346 18    8 open (0.444444444 0.555555556)  
                                      232690) c9>=4194.104 12    4 closed (0.666666667 0.333333333)  
                                        465380) c11< 4176.193 5    0 closed (1.000000000 0.000000000) *
                                        465381) c11>=4176.193 7    3 open (0.428571429 0.571428571)  
                                          930762) c2< 4262.81 4    1 closed (0.750000000 0.250000000)  
                                           1861524) c5>=4116.175 3    0 closed (1.000000000 0.000000000) *
                                           1861525) c5< 4116.175 1    0 open (0.000000000 1.000000000) *
                                          930763) c2>=4262.81 3    0 open (0.000000000 1.000000000) *
                                      232691) c9< 4194.104 6    0 open (0.000000000 1.000000000) *
                                   58173) c3>=4000.199 49   11 open (0.224489796 0.775510204)  
                                    116346) c5>=4127.82 2    0 closed (1.000000000 0.000000000) *
                                    116347) c5< 4127.82 47    9 open (0.191489362 0.808510638)  
                                      232694) c11>=4186.894 2    0 closed (1.000000000 0.000000000) *
                                      232695) c11< 4186.894 45    7 open (0.155555556 0.844444444)  
                                        465390) c7< 4203.766 3    1 closed (0.666666667 0.333333333)  
                                          930780) c2< 4258.608 2    0 closed (1.000000000 0.000000000) *
                                          930781) c2>=4258.608 1    0 open (0.000000000 1.000000000) *
                                        465391) c7>=4203.766 42    5 open (0.119047619 0.880952381)  
                                          930782) c7>=4231.599 1    0 closed (1.000000000 0.000000000) *
                                          930783) c7< 4231.599 41    4 open (0.097560976 0.902439024)  
                                           1861566) c12< 4217.526 9    3 open (0.333333333 0.666666667)  
                                             3723132) c5< 4115.003 2    0 closed (1.000000000 0.000000000) *
                                             3723133) c5>=4115.003 7    1 open (0.142857143 0.857142857)  
                                               7446266) c8< 4070.532 1    0 closed (1.000000000 0.000000000) *
                                               7446267) c8>=4070.532 6    0 open (0.000000000 1.000000000) *
                                           1861567) c12>=4217.526 32    1 open (0.031250000 0.968750000)  
                                             3723134) c9>=4202.309 2    1 closed (0.500000000 0.500000000)  
                                               7446268) c1< 4301.102 1    0 closed (1.000000000 0.000000000) *
                                               7446269) c1>=4301.102 1    0 open (0.000000000 1.000000000) *
                                             3723135) c9< 4202.309 30    0 open (0.000000000 1.000000000) *
                                 29087) c11>=4187.315 172   33 open (0.191860465 0.808139535)  
                                   58174) c1>=4309.866 3    0 closed (1.000000000 0.000000000) *
                                   58175) c1< 4309.866 169   30 open (0.177514793 0.822485207)  
                                    116350) c16< 4332.559 2    0 closed (1.000000000 0.000000000) *
                                    116351) c16>=4332.559 167   28 open (0.167664671 0.832335329)  
                                      232702) c16>=4341.199 127   28 open (0.220472441 0.779527559)  
                                        465404) c15< 4592.136 31   14 open (0.451612903 0.548387097)  
                                          930808) c1>=4290.996 13    3 closed (0.769230769 0.230769231)  
                                           1861616) c3>=4000.537 9    0 closed (1.000000000 0.000000000) *
                                           1861617) c3< 4000.537 4    1 open (0.250000000 0.750000000)  
                                             3723234) c1< 4297.686 1    0 closed (1.000000000 0.000000000) *
                                             3723235) c1>=4297.686 3    0 open (0.000000000 1.000000000) *
                                          930809) c1< 4290.996 18    4 open (0.222222222 0.777777778)  
                                           1861618) c4< 4605.99 3    0 closed (1.000000000 0.000000000) *
                                           1861619) c4>=4605.99 15    1 open (0.066666667 0.933333333)  
                                             3723238) c4>=4612.506 2    1 closed (0.500000000 0.500000000)  
                                               7446476) c1>=4283.241 1    0 closed (1.000000000 0.000000000) *
                                               7446477) c1< 4283.241 1    0 open (0.000000000 1.000000000) *
                                             3723239) c4< 4612.506 13    0 open (0.000000000 1.000000000) *
                                        465405) c15>=4592.136 96   14 open (0.145833333 0.854166667)  
                                          930810) c3< 3999.941 39   10 open (0.256410256 0.743589744)  
                                           1861620) c3>=3997.389 12    5 closed (0.583333333 0.416666667)  
                                             3723240) c8>=4070.262 9    2 closed (0.777777778 0.222222222)  
                                               7446480) c2>=4257.944 6    0 closed (1.000000000 0.000000000) *
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                                   58233) c4< 4617.287 2    0 open (0.000000000 1.000000000) *
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                                   58235) c4>=4616.944 12    1 open (0.083333333 0.916666667)  
                                    116470) c1>=4288.324 1    0 closed (1.000000000 0.000000000) *
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                               14559) c7< 4243.05 292   46 open (0.157534247 0.842465753)  
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                                   58237) c2>=4259.092 1    0 open (0.000000000 1.000000000) *
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                                      232955) c3< 3992.596 12    0 open (0.000000000 1.000000000) *
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                                      232956) c2>=4253.77 3    0 closed (1.000000000 0.000000000) *
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                                        465915) c2>=4247.083 3    0 open (0.000000000 1.000000000) *
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                                        465917) c9>=4192.883 17    4 open (0.235294118 0.764705882)  
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                                          931835) c8>=4062.36 11    0 open (0.000000000 1.000000000) *
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                                               7454714) c11>=4204.067 1    0 closed (1.000000000 0.000000000) *
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                                                14909430) c8>=4083.194 8    3 open (0.375000000 0.625000000)  
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                                                    59637721) c1>=4288.051 1    0 open (0.000000000 1.000000000) *
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                                                    59637725) c12>=4209.134 37    5 open (0.135135135 0.864864865)  
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                                                            1908407228) c3>=3983.161 2    0 closed (1.000000000 0.000000000) *
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                       455) c3>=4023.197 246   43 open (0.174796748 0.825203252)  
                         910) c7>=4230.571 61   25 open (0.409836066 0.590163934)  
                          1820) c8>=4082.249 13    1 closed (0.923076923 0.076923077)  
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                          1821) c8< 4082.249 48   13 open (0.270833333 0.729166667)  
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                              7285) c2>=4274.337 2    0 open (0.000000000 1.000000000) *
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                                 29151) c9>=4184.286 30    0 open (0.000000000 1.000000000) *
                         911) c7< 4230.571 185   18 open (0.097297297 0.902702703)  
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                              7290) c9< 4182.876 6    2 closed (0.666666667 0.333333333)  
                               14580) c2>=4254.69 4    0 closed (1.000000000 0.000000000) *
                               14581) c2< 4254.69 2    0 open (0.000000000 1.000000000) *
                              7291) c9>=4182.876 16    1 open (0.062500000 0.937500000)  
                               14582) c3>=4032.39 2    1 closed (0.500000000 0.500000000)  
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                                 29165) c1>=4304.365 1    0 open (0.000000000 1.000000000) *
                               14583) c3< 4032.39 14    0 open (0.000000000 1.000000000) *
                          1823) c15>=4585.793 158    8 open (0.050632911 0.949367089)  
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                                    116733) c12>=4236.87 50    2 open (0.040000000 0.960000000)  
                                      233466) c5>=4135.548 8    2 open (0.250000000 0.750000000)  
                                        466932) c4>=4620.517 3    1 closed (0.666666667 0.333333333)  
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                                          933865) c1>=4301.738 1    0 open (0.000000000 1.000000000) *
                                        466933) c4< 4620.517 5    0 open (0.000000000 1.000000000) *
                                      233467) c5< 4135.548 42    0 open (0.000000000 1.000000000) *
                                   58367) c12< 4236.603 94    0 open (0.000000000 1.000000000) *
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                     230) c3< 3991.773 1    0 closed (1.000000000 0.000000000) *
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                       462) c5< 4105.766 4    1 open (0.250000000 0.750000000)  
                         924) c1>=4300.444 1    0 closed (1.000000000 0.000000000) *
                         925) c1< 4300.444 3    0 open (0.000000000 1.000000000) *
                       463) c5>=4105.766 119    0 open (0.000000000 1.000000000) *
                29) c16< 4332.343 734  160 open (0.217983651 0.782016349)  
                  58) c3< 3974.256 113   51 open (0.451327434 0.548672566)  
                   116) c8< 4069.618 53   18 closed (0.660377358 0.339622642)  
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                       464) c1>=4211.101 24    1 closed (0.958333333 0.041666667)  
                         928) c13< 4270.806 23    0 closed (1.000000000 0.000000000) *
                         929) c13>=4270.806 1    0 open (0.000000000 1.000000000) *
                       465) c1< 4211.101 3    1 open (0.333333333 0.666666667)  
                         930) c3>=3969.59 1    0 closed (1.000000000 0.000000000) *
                         931) c3< 3969.59 2    0 open (0.000000000 1.000000000) *
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                       466) c10< 4600.934 7    1 closed (0.857142857 0.142857143)  
                         932) c4>=4601.755 6    0 closed (1.000000000 0.000000000) *
                         933) c4< 4601.755 1    0 open (0.000000000 1.000000000) *
                       467) c10>=4600.934 19    5 open (0.263157895 0.736842105)  
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                         935) c13< 4268.126 12    0 open (0.000000000 1.000000000) *
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                       471) c4>=4597.02 49    6 open (0.122448980 0.877551020)  
                         942) c3< 3943.914 2    0 closed (1.000000000 0.000000000) *
                         943) c3>=3943.914 47    4 open (0.085106383 0.914893617)  
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                       472) c8>=4063.473 38    8 closed (0.789473684 0.210526316)  
                         944) c11< 4162.373 23    1 closed (0.956521739 0.043478261)  
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                            3782) c3>=4018.634 2    0 closed (1.000000000 0.000000000) *
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                       473) c8< 4063.473 27    9 open (0.333333333 0.666666667)  
                         946) c13>=4246.505 12    4 closed (0.666666667 0.333333333)  
                          1892) c10< 4602.027 6    0 closed (1.000000000 0.000000000) *
                          1893) c10>=4602.027 6    2 open (0.333333333 0.666666667)  
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                         951) c7< 4210.265 55    0 open (0.000000000 1.000000000) *
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                       476) c15< 4562.619 19    5 closed (0.736842105 0.263157895)  
                         952) c15>=4546.891 17    3 closed (0.823529412 0.176470588)  
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                         953) c15< 4546.891 2    0 open (0.000000000 1.000000000) *
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                            3821) c1>=4290.752 1    0 open (0.000000000 1.000000000) *
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                         956) c1< 4284.071 9    1 closed (0.888888889 0.111111111)  
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                         957) c1>=4284.071 3    0 open (0.000000000 1.000000000) *
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                                 30717) c2< 4230.498 9    0 open (0.000000000 1.000000000) *
                               15359) c16>=4281.684 373   18 open (0.048257373 0.951742627)  
                                 30718) c16>=4324.205 159   17 open (0.106918239 0.893081761)  
                                   61436) c8< 4062.757 48   11 open (0.229166667 0.770833333)  
                                    122872) c8>=4062.337 5    0 closed (1.000000000 0.000000000) *
                                    122873) c8< 4062.337 43    6 open (0.139534884 0.860465116)  
                                      245746) c10>=4624.35 2    0 closed (1.000000000 0.000000000) *
                                      245747) c10< 4624.35 41    4 open (0.097560976 0.902439024)  
                                        491494) c16>=4331.874 3    1 closed (0.666666667 0.333333333)  
                                          982988) c1< 4286.763 2    0 closed (1.000000000 0.000000000) *
                                          982989) c1>=4286.763 1    0 open (0.000000000 1.000000000) *
                                        491495) c16< 4331.874 38    2 open (0.052631579 0.947368421)  
                                          982990) c11< 4165.935 1    0 closed (1.000000000 0.000000000) *
                                          982991) c11>=4165.935 37    1 open (0.027027027 0.972972973)  
                                           1965982) c5< 4091.307 2    1 closed (0.500000000 0.500000000)  
                                             3931964) c1>=4266.208 1    0 closed (1.000000000 0.000000000) *
                                             3931965) c1< 4266.208 1    0 open (0.000000000 1.000000000) *
                                           1965983) c5>=4091.307 35    0 open (0.000000000 1.000000000) *
                                   61437) c8>=4062.757 111    6 open (0.054054054 0.945945946)  
                                    122874) c13< 4248.667 3    1 closed (0.666666667 0.333333333)  
                                      245748) c2< 4236.461 2    0 closed (1.000000000 0.000000000) *
                                      245749) c2>=4236.461 1    0 open (0.000000000 1.000000000) *
                                    122875) c13>=4248.667 108    4 open (0.037037037 0.962962963)  
                                      245750) c11< 4171.677 3    1 closed (0.666666667 0.333333333)  
                                        491500) c1>=4267.961 2    0 closed (1.000000000 0.000000000) *
                                        491501) c1< 4267.961 1    0 open (0.000000000 1.000000000) *
                                      245751) c11>=4171.677 105    2 open (0.019047619 0.980952381)  
                                        491502) c16< 4324.37 1    0 closed (1.000000000 0.000000000) *
                                        491503) c16>=4324.37 104    1 open (0.009615385 0.990384615)  
                                          983006) c12>=4275.866 3    1 open (0.333333333 0.666666667)  
                                           1966012) c1< 4274.501 1    0 closed (1.000000000 0.000000000) *
                                           1966013) c1>=4274.501 2    0 open (0.000000000 1.000000000) *
                                          983007) c12< 4275.866 101    0 open (0.000000000 1.000000000) *
                                 30719) c16< 4324.205 214    1 open (0.004672897 0.995327103)  
                                   61438) c9< 4174.174 15    1 open (0.066666667 0.933333333)  
                                    122876) c7>=4210.275 1    0 closed (1.000000000 0.000000000) *
                                    122877) c7< 4210.275 14    0 open (0.000000000 1.000000000) *
                                   61439) c9>=4174.174 199    0 open (0.000000000 1.000000000) *
              15) c4>=4623.657 1680  378 open (0.225000000 0.775000000)  
                30) c8>=4107.834 82   24 closed (0.707317073 0.292682927)  
                  60) c10>=4614.601 62   10 closed (0.838709677 0.161290323)  
                   120) c4< 4638.774 41    2 closed (0.951219512 0.048780488)  
                     240) c15>=4575.635 35    0 closed (1.000000000 0.000000000) *
                     241) c15< 4575.635 6    2 closed (0.666666667 0.333333333)  
                       482) c2>=4256.69 4    0 closed (1.000000000 0.000000000) *
                       483) c2< 4256.69 2    0 open (0.000000000 1.000000000) *
                   121) c4>=4638.774 21    8 closed (0.619047619 0.380952381)  
                     242) c1< 4316.321 18    5 closed (0.722222222 0.277777778)  
                       484) c6>=4343.146 15    2 closed (0.866666667 0.133333333)  
                         968) c5< 4165.87 13    0 closed (1.000000000 0.000000000) *
                         969) c5>=4165.87 2    0 open (0.000000000 1.000000000) *
                       485) c6< 4343.146 3    0 open (0.000000000 1.000000000) *
                     243) c1>=4316.321 3    0 open (0.000000000 1.000000000) *
                  61) c10< 4614.601 20    6 open (0.300000000 0.700000000)  
                   122) c4< 4624.542 3    0 closed (1.000000000 0.000000000) *
                   123) c4>=4624.542 17    3 open (0.176470588 0.823529412)  
                     246) c7< 4198.671 2    0 closed (1.000000000 0.000000000) *
                     247) c7>=4198.671 15    1 open (0.066666667 0.933333333)  
                       494) c1>=4305.36 1    0 closed (1.000000000 0.000000000) *
                       495) c1< 4305.36 14    0 open (0.000000000 1.000000000) *
                31) c8< 4107.834 1598  320 open (0.200250313 0.799749687)  
                  62) c8>=4079.888 680  198 open (0.291176471 0.708823529)  
                   124) c4< 4633.427 388  145 open (0.373711340 0.626288660)  
                     248) c16>=4334.26 306  134 open (0.437908497 0.562091503)  
                       496) c8>=4091.657 99   38 closed (0.616161616 0.383838384)  
                         992) c15>=4614.093 24    2 closed (0.916666667 0.083333333)  
                          1984) c3>=3992.042 21    0 closed (1.000000000 0.000000000) *
                          1985) c3< 3992.042 3    1 open (0.333333333 0.666666667)  
                            3970) c1>=4302.04 1    0 closed (1.000000000 0.000000000) *
                            3971) c1< 4302.04 2    0 open (0.000000000 1.000000000) *
                         993) c15< 4614.093 75   36 closed (0.520000000 0.480000000)  
                          1986) c13< 4274.524 41   13 closed (0.682926829 0.317073171)  
                            3972) c6>=4329.657 38   10 closed (0.736842105 0.263157895)  
                              7944) c1< 4303.29 36    8 closed (0.777777778 0.222222222)  
                               15888) c16>=4347.759 13    0 closed (1.000000000 0.000000000) *
                               15889) c16< 4347.759 23    8 closed (0.652173913 0.347826087)  
                                 31778) c8< 4095.951 14    2 closed (0.857142857 0.142857143)  
                                   63556) c5< 4141.421 13    1 closed (0.923076923 0.076923077)  
                                    127112) c6>=4335.235 11    0 closed (1.000000000 0.000000000) *
                                    127113) c6< 4335.235 2    1 closed (0.500000000 0.500000000)  
                                      254226) c1>=4285.884 1    0 closed (1.000000000 0.000000000) *
                                      254227) c1< 4285.884 1    0 open (0.000000000 1.000000000) *
                                   63557) c5>=4141.421 1    0 open (0.000000000 1.000000000) *
                                 31779) c8>=4095.951 9    3 open (0.333333333 0.666666667)  
                                   63558) c11< 4185.347 3    0 closed (1.000000000 0.000000000) *
                                   63559) c11>=4185.347 6    0 open (0.000000000 1.000000000) *
                              7945) c1>=4303.29 2    0 open (0.000000000 1.000000000) *
                            3973) c6< 4329.657 3    0 open (0.000000000 1.000000000) *
                          1987) c13>=4274.524 34   11 open (0.323529412 0.676470588)  
                            3974) c2>=4262.79 15    6 closed (0.600000000 0.400000000)  
                              7948) c5>=4108.951 12    3 closed (0.750000000 0.250000000)  
                               15896) c6< 4359.432 10    1 closed (0.900000000 0.100000000)  
                                 31792) c1>=4276.66 9    0 closed (1.000000000 0.000000000) *
                                 31793) c1< 4276.66 1    0 open (0.000000000 1.000000000) *
                               15897) c6>=4359.432 2    0 open (0.000000000 1.000000000) *
                              7949) c5< 4108.951 3    0 open (0.000000000 1.000000000) *
                            3975) c2< 4262.79 19    2 open (0.105263158 0.894736842)  
                              7950) c7< 4222.359 4    2 closed (0.500000000 0.500000000)  
                               15900) c5< 4117.408 2    0 closed (1.000000000 0.000000000) *
                               15901) c5>=4117.408 2    0 open (0.000000000 1.000000000) *
                              7951) c7>=4222.359 15    0 open (0.000000000 1.000000000) *
                       497) c8< 4091.657 207   73 open (0.352657005 0.647342995)  
                         994) c5>=4131.078 53   18 closed (0.660377358 0.339622642)  
                          1988) c7>=4229.348 31    3 closed (0.903225806 0.096774194)  
                            3976) c6< 4355.095 26    0 closed (1.000000000 0.000000000) *
                            3977) c6>=4355.095 5    2 open (0.400000000 0.600000000)  
                              7954) c4>=4631.391 2    0 closed (1.000000000 0.000000000) *
                              7955) c4< 4631.391 3    0 open (0.000000000 1.000000000) *
                          1989) c7< 4229.348 22    7 open (0.318181818 0.681818182)  
                            3978) c15< 4594.737 9    2 closed (0.777777778 0.222222222)  
                              7956) c6>=4346.68 7    0 closed (1.000000000 0.000000000) *
                              7957) c6< 4346.68 2    0 open (0.000000000 1.000000000) *
                            3979) c15>=4594.737 13    0 open (0.000000000 1.000000000) *
                         995) c5< 4131.078 154   38 open (0.246753247 0.753246753)  
                          1990) c6>=4348.134 50   23 open (0.460000000 0.540000000)  
                            3980) c13< 4277.789 28    8 closed (0.714285714 0.285714286)  
                              7960) c16>=4345.851 20    2 closed (0.900000000 0.100000000)  
                               15920) c2>=4249.697 18    0 closed (1.000000000 0.000000000) *
                               15921) c2< 4249.697 2    0 open (0.000000000 1.000000000) *
                              7961) c16< 4345.851 8    2 open (0.250000000 0.750000000)  
                               15922) c4< 4625.354 3    1 closed (0.666666667 0.333333333)  
                                 31844) c2< 4271.071 2    0 closed (1.000000000 0.000000000) *
                                 31845) c2>=4271.071 1    0 open (0.000000000 1.000000000) *
                               15923) c4>=4625.354 5    0 open (0.000000000 1.000000000) *
                            3981) c13>=4277.789 22    3 open (0.136363636 0.863636364)  
                              7962) c4< 4623.871 1    0 closed (1.000000000 0.000000000) *
                              7963) c4>=4623.871 21    2 open (0.095238095 0.904761905)  
                               15926) c8< 4081.082 1    0 closed (1.000000000 0.000000000) *
                               15927) c8>=4081.082 20    1 open (0.050000000 0.950000000)  
                                 31854) c3< 3983.59 3    1 open (0.333333333 0.666666667)  
                                   63708) c1>=4292.715 1    0 closed (1.000000000 0.000000000) *
                                   63709) c1< 4292.715 2    0 open (0.000000000 1.000000000) *
                                 31855) c3>=3983.59 17    0 open (0.000000000 1.000000000) *
                          1991) c6< 4348.134 104   15 open (0.144230769 0.855769231)  
                            3982) c11< 4203.267 56   13 open (0.232142857 0.767857143)  
                              7964) c3< 4009.577 26   12 open (0.461538462 0.538461538)  
                               15928) c2>=4250.296 20    8 closed (0.600000000 0.400000000)  
                                 31856) c2< 4257.459 5    0 closed (1.000000000 0.000000000) *
                                 31857) c2>=4257.459 15    7 open (0.466666667 0.533333333)  
                                   63714) c12>=4226.77 10    3 closed (0.700000000 0.300000000)  
                                    127428) c4>=4628.565 4    0 closed (1.000000000 0.000000000) *
                                    127429) c4< 4628.565 6    3 closed (0.500000000 0.500000000)  
                                      254858) c3< 3995.677 3    0 closed (1.000000000 0.000000000) *
                                      254859) c3>=3995.677 3    0 open (0.000000000 1.000000000) *
                                   63715) c12< 4226.77 5    0 open (0.000000000 1.000000000) *
                               15929) c2< 4250.296 6    0 open (0.000000000 1.000000000) *
                              7965) c3>=4009.577 30    1 open (0.033333333 0.966666667)  
                               15930) c12>=4269.993 1    0 closed (1.000000000 0.000000000) *
                               15931) c12< 4269.993 29    0 open (0.000000000 1.000000000) *
                            3983) c11>=4203.267 48    2 open (0.041666667 0.958333333)  
                              7966) c13< 4261.131 1    0 closed (1.000000000 0.000000000) *
                              7967) c13>=4261.131 47    1 open (0.021276596 0.978723404)  
                               15934) c2>=4276.305 4    1 open (0.250000000 0.750000000)  
                                 31868) c2< 4276.954 1    0 closed (1.000000000 0.000000000) *
                                 31869) c2>=4276.954 3    0 open (0.000000000 1.000000000) *
                               15935) c2< 4276.305 43    0 open (0.000000000 1.000000000) *
                     249) c16< 4334.26 82   11 open (0.134146341 0.865853659)  
                       498) c15< 4537.761 4    0 closed (1.000000000 0.000000000) *
                       499) c15>=4537.761 78    7 open (0.089743590 0.910256410)  
                         998) c15>=4604.629 3    1 closed (0.666666667 0.333333333)  
                          1996) c1>=4267.959 2    0 closed (1.000000000 0.000000000) *
                          1997) c1< 4267.959 1    0 open (0.000000000 1.000000000) *
                         999) c15< 4604.629 75    5 open (0.066666667 0.933333333)  
                          1998) c15< 4559.264 20    5 open (0.250000000 0.750000000)  
                            3996) c11>=4183.001 3    0 closed (1.000000000 0.000000000) *
                            3997) c11< 4183.001 17    2 open (0.117647059 0.882352941)  
                              7994) c1>=4276.324 1    0 closed (1.000000000 0.000000000) *
                              7995) c1< 4276.324 16    1 open (0.062500000 0.937500000)  
                               15990) c2>=4254.071 3    1 open (0.333333333 0.666666667)  
                                 31980) c1< 4260.728 1    0 closed (1.000000000 0.000000000) *
                                 31981) c1>=4260.728 2    0 open (0.000000000 1.000000000) *
                               15991) c2< 4254.071 13    0 open (0.000000000 1.000000000) *
                          1999) c15>=4559.264 55    0 open (0.000000000 1.000000000) *
                   125) c4>=4633.427 292   53 open (0.181506849 0.818493151)  
                     250) c7>=4249.237 48   24 closed (0.500000000 0.500000000)  
                       500) c6>=4378.024 8    0 closed (1.000000000 0.000000000) *
                       501) c6< 4378.024 40   16 open (0.400000000 0.600000000)  
                        1002) c10< 4625.059 7    0 closed (1.000000000 0.000000000) *
                        1003) c10>=4625.059 33    9 open (0.272727273 0.727272727)  
                          2006) c11< 4206.049 4    0 closed (1.000000000 0.000000000) *
                          2007) c11>=4206.049 29    5 open (0.172413793 0.827586207)  
                            4014) c12>=4247.737 2    0 closed (1.000000000 0.000000000) *
                            4015) c12< 4247.737 27    3 open (0.111111111 0.888888889)  
                              8030) c7>=4259.177 8    3 open (0.375000000 0.625000000)  
                               16060) c10< 4639.814 4    1 closed (0.750000000 0.250000000)  
                                 32120) c1>=4291.944 3    0 closed (1.000000000 0.000000000) *
                                 32121) c1< 4291.944 1    0 open (0.000000000 1.000000000) *
                               16061) c10>=4639.814 4    0 open (0.000000000 1.000000000) *
                              8031) c7< 4259.177 19    0 open (0.000000000 1.000000000) *
                     251) c7< 4249.237 244   29 open (0.118852459 0.881147541)  
                       502) c16>=4360.912 27   10 open (0.370370370 0.629629630)  
                        1004) c13< 4273.863 7    1 closed (0.857142857 0.142857143)  
                          2008) c2< 4272.241 6    0 closed (1.000000000 0.000000000) *
                          2009) c2>=4272.241 1    0 open (0.000000000 1.000000000) *
                        1005) c13>=4273.863 20    4 open (0.200000000 0.800000000)  
                          2010) c6< 4345.94 2    0 closed (1.000000000 0.000000000) *
                          2011) c6>=4345.94 18    2 open (0.111111111 0.888888889)  
                            4022) c9>=4218.813 1    0 closed (1.000000000 0.000000000) *
                            4023) c9< 4218.813 17    1 open (0.058823529 0.941176471)  
                              8046) c16< 4361.335 1    0 closed (1.000000000 0.000000000) *
                              8047) c16>=4361.335 16    0 open (0.000000000 1.000000000) *
                       503) c16< 4360.912 217   19 open (0.087557604 0.912442396)  
                        1006) c7< 4195.078 3    1 closed (0.666666667 0.333333333)  
                          2012) c1< 4280.86 2    0 closed (1.000000000 0.000000000) *
                          2013) c1>=4280.86 1    0 open (0.000000000 1.000000000) *
                        1007) c7>=4195.078 214   17 open (0.079439252 0.920560748)  
                          2014) c4>=4658.853 7    3 open (0.428571429 0.571428571)  
                            4028) c5< 4162.463 4    1 closed (0.750000000 0.250000000)  
                              8056) c5>=4142.435 3    0 closed (1.000000000 0.000000000) *
                              8057) c5< 4142.435 1    0 open (0.000000000 1.000000000) *
                            4029) c5>=4162.463 3    0 open (0.000000000 1.000000000) *
                          2015) c4< 4658.853 207   14 open (0.067632850 0.932367150)  
                            4030) c2< 4233.035 1    0 closed (1.000000000 0.000000000) *
                            4031) c2>=4233.035 206   13 open (0.063106796 0.936893204)  
                              8062) c3< 4006.838 68   10 open (0.147058824 0.852941176)  
                               16124) c11< 4184.6 3    0 closed (1.000000000 0.000000000) *
                               16125) c11>=4184.6 65    7 open (0.107692308 0.892307692)  
                                 32250) c3>=4006.525 1    0 closed (1.000000000 0.000000000) *
                                 32251) c3< 4006.525 64    6 open (0.093750000 0.906250000)  
                                   64502) c12>=4291.286 1    0 closed (1.000000000 0.000000000) *
                                   64503) c12< 4291.286 63    5 open (0.079365079 0.920634921)  
                                    129006) c15< 4565.942 1    0 closed (1.000000000 0.000000000) *
                                    129007) c15>=4565.942 62    4 open (0.064516129 0.935483871)  
                                      258014) c15>=4628.179 1    0 closed (1.000000000 0.000000000) *
                                      258015) c15< 4628.179 61    3 open (0.049180328 0.950819672)  
                                        516030) c10< 4604.444 2    1 closed (0.500000000 0.500000000)  
                                         1032060) c1>=4275.333 1    0 closed (1.000000000 0.000000000) *
                                         1032061) c1< 4275.333 1    0 open (0.000000000 1.000000000) *
                                        516031) c10>=4604.444 59    2 open (0.033898305 0.966101695)  
                                         1032062) c4< 4635.462 16    2 open (0.125000000 0.875000000)  
                                           2064124) c4>=4635.274 1    0 closed (1.000000000 0.000000000) *
                                           2064125) c4< 4635.274 15    1 open (0.066666667 0.933333333)  
                                             4128250) c7< 4224.205 1    0 closed (1.000000000 0.000000000) *
                                             4128251) c7>=4224.205 14    0 open (0.000000000 1.000000000) *
                                         1032063) c4>=4635.462 43    0 open (0.000000000 1.000000000) *
                              8063) c3>=4006.838 138    3 open (0.021739130 0.978260870)  
                               16126) c6>=4386.034 12    2 open (0.166666667 0.833333333)  
                                 32252) c16>=4318.343 2    0 closed (1.000000000 0.000000000) *
                                 32253) c16< 4318.343 10    0 open (0.000000000 1.000000000) *
                               16127) c6< 4386.034 126    1 open (0.007936508 0.992063492)  
                                 32254) c8< 4082.492 10    1 open (0.100000000 0.900000000)  
                                   64508) c8>=4082.107 1    0 closed (1.000000000 0.000000000) *
                                   64509) c8< 4082.107 9    0 open (0.000000000 1.000000000) *
                                 32255) c8>=4082.492 116    0 open (0.000000000 1.000000000) *
                  63) c8< 4079.888 918  122 open (0.132897603 0.867102397)  
                   126) c15< 4589.173 197   53 open (0.269035533 0.730964467)  
                     252) c1>=4297.328 14    2 closed (0.857142857 0.142857143)  
                       504) c3>=4006.764 12    0 closed (1.000000000 0.000000000) *
                       505) c3< 4006.764 2    0 open (0.000000000 1.000000000) *
                     253) c1< 4297.328 183   41 open (0.224043716 0.775956284)  
                       506) c9>=4222.067 7    1 closed (0.857142857 0.142857143)  
                        1012) c1< 4291.554 6    0 closed (1.000000000 0.000000000) *
                        1013) c1>=4291.554 1    0 open (0.000000000 1.000000000) *
                       507) c9< 4222.067 176   35 open (0.198863636 0.801136364)  
                        1014) c16>=4339.971 55   19 open (0.345454545 0.654545455)  
                          2028) c9< 4194.584 22    9 closed (0.590909091 0.409090909)  
                            4056) c10>=4599.353 16    4 closed (0.750000000 0.250000000)  
                              8112) c12< 4252.118 12    1 closed (0.916666667 0.083333333)  
                               16224) c3>=3993.475 10    0 closed (1.000000000 0.000000000) *
                               16225) c3< 3993.475 2    1 closed (0.500000000 0.500000000)  
                                 32450) c1>=4287.52 1    0 closed (1.000000000 0.000000000) *
                                 32451) c1< 4287.52 1    0 open (0.000000000 1.000000000) *
                              8113) c12>=4252.118 4    1 open (0.250000000 0.750000000)  
                               16226) c4< 4624.992 1    0 closed (1.000000000 0.000000000) *
                               16227) c4>=4624.992 3    0 open (0.000000000 1.000000000) *
                            4057) c10< 4599.353 6    1 open (0.166666667 0.833333333)  
                              8114) c3>=4021.018 1    0 closed (1.000000000 0.000000000) *
                              8115) c3< 4021.018 5    0 open (0.000000000 1.000000000) *
                          2029) c9>=4194.584 33    6 open (0.181818182 0.818181818)  
                            4058) c6< 4327.878 2    0 closed (1.000000000 0.000000000) *
                            4059) c6>=4327.878 31    4 open (0.129032258 0.870967742)  
                              8118) c2>=4280.93 1    0 closed (1.000000000 0.000000000) *
                              8119) c2< 4280.93 30    3 open (0.100000000 0.900000000)  
                               16238) c5< 4100.953 1    0 closed (1.000000000 0.000000000) *
                               16239) c5>=4100.953 29    2 open (0.068965517 0.931034483)  
                                 32478) c8>=4078.876 2    1 closed (0.500000000 0.500000000)  
                                   64956) c1>=4287.572 1    0 closed (1.000000000 0.000000000) *
                                   64957) c1< 4287.572 1    0 open (0.000000000 1.000000000) *
                                 32479) c8< 4078.876 27    1 open (0.037037037 0.962962963)  
                                   64958) c8< 4063.088 4    1 open (0.250000000 0.750000000)  
                                    129916) c6>=4335.34 1    0 closed (1.000000000 0.000000000) *
                                    129917) c6< 4335.34 3    0 open (0.000000000 1.000000000) *
                                   64959) c8>=4063.088 23    0 open (0.000000000 1.000000000) *
                        1015) c16< 4339.971 121   16 open (0.132231405 0.867768595)  
                          2030) c11< 4173.054 34   11 open (0.323529412 0.676470588)  
                            4060) c7>=4214.46 13    3 closed (0.769230769 0.230769231)  
                              8120) c6>=4336.182 9    0 closed (1.000000000 0.000000000) *
                              8121) c6< 4336.182 4    1 open (0.250000000 0.750000000)  
                               16242) c2< 4231.514 1    0 closed (1.000000000 0.000000000) *
                               16243) c2>=4231.514 3    0 open (0.000000000 1.000000000) *
                            4061) c7< 4214.46 21    1 open (0.047619048 0.952380952)  
                              8122) c13>=4269.674 1    0 closed (1.000000000 0.000000000) *
                              8123) c13< 4269.674 20    0 open (0.000000000 1.000000000) *
                          2031) c11>=4173.054 87    5 open (0.057471264 0.942528736)  
                            4062) c11>=4209.435 1    0 closed (1.000000000 0.000000000) *
                            4063) c11< 4209.435 86    4 open (0.046511628 0.953488372)  
                              8126) c15< 4552.973 8    3 open (0.375000000 0.625000000)  
                               16252) c3>=4021.013 4    1 closed (0.750000000 0.250000000)  
                                 32504) c1< 4267.506 3    0 closed (1.000000000 0.000000000) *
                                 32505) c1>=4267.506 1    0 open (0.000000000 1.000000000) *
                               16253) c3< 4021.013 4    0 open (0.000000000 1.000000000) *
                              8127) c15>=4552.973 78    1 open (0.012820513 0.987179487)  
                               16254) c4< 4624.293 4    1 open (0.250000000 0.750000000)  
                                 32508) c4>=4624.177 1    0 closed (1.000000000 0.000000000) *
                                 32509) c4< 4624.177 3    0 open (0.000000000 1.000000000) *
                               16255) c4>=4624.293 74    0 open (0.000000000 1.000000000) *
                   127) c15>=4589.173 721   69 open (0.095700416 0.904299584)  
                     254) c2>=4278.419 44   15 open (0.340909091 0.659090909)  
                       508) c1>=4305.991 17    5 closed (0.705882353 0.294117647)  
                        1016) c4< 4629.495 12    1 closed (0.916666667 0.083333333)  
                          2032) c7< 4244.203 11    0 closed (1.000000000 0.000000000) *
                          2033) c7>=4244.203 1    0 open (0.000000000 1.000000000) *
                        1017) c4>=4629.495 5    1 open (0.200000000 0.800000000)  
                          2034) c4>=4636.538 1    0 closed (1.000000000 0.000000000) *
                          2035) c4< 4636.538 4    0 open (0.000000000 1.000000000) *
                       509) c1< 4305.991 27    3 open (0.111111111 0.888888889)  
                        1018) c7>=4257.695 1    0 closed (1.000000000 0.000000000) *
                        1019) c7< 4257.695 26    2 open (0.076923077 0.923076923)  
                          2038) c7< 4222.724 5    2 open (0.400000000 0.600000000)  
                            4076) c5>=4138.964 2    0 closed (1.000000000 0.000000000) *
                            4077) c5< 4138.964 3    0 open (0.000000000 1.000000000) *
                          2039) c7>=4222.724 21    0 open (0.000000000 1.000000000) *
                     255) c2< 4278.419 677   54 open (0.079763663 0.920236337)  
                       510) c10>=4628.333 84   17 open (0.202380952 0.797619048)  
                        1020) c8< 4063.729 19    8 closed (0.578947368 0.421052632)  
                          2040) c7>=4237.936 11    2 closed (0.818181818 0.181818182)  
                            4080) c5>=4110.577 8    0 closed (1.000000000 0.000000000) *
                            4081) c5< 4110.577 3    1 open (0.333333333 0.666666667)  
                              8162) c1>=4296.496 1    0 closed (1.000000000 0.000000000) *
                              8163) c1< 4296.496 2    0 open (0.000000000 1.000000000) *
                          2041) c7< 4237.936 8    2 open (0.250000000 0.750000000)  
                            4082) c10< 4629.855 3    1 closed (0.666666667 0.333333333)  
                              8164) c2>=4258.259 2    0 closed (1.000000000 0.000000000) *
                              8165) c2< 4258.259 1    0 open (0.000000000 1.000000000) *
                            4083) c10>=4629.855 5    0 open (0.000000000 1.000000000) *
                        1021) c8>=4063.729 65    6 open (0.092307692 0.907692308)  
                          2042) c4< 4627.947 23    6 open (0.260869565 0.739130435)  
                            4084) c15< 4603.757 5    1 closed (0.800000000 0.200000000)  
                              8168) c2>=4253.878 4    0 closed (1.000000000 0.000000000) *
                              8169) c2< 4253.878 1    0 open (0.000000000 1.000000000) *
                            4085) c15>=4603.757 18    2 open (0.111111111 0.888888889)  
                              8170) c4>=4627.835 1    0 closed (1.000000000 0.000000000) *
                              8171) c4< 4627.835 17    1 open (0.058823529 0.941176471)  
                               16342) c16>=4363.108 1    0 closed (1.000000000 0.000000000) *
                               16343) c16< 4363.108 16    0 open (0.000000000 1.000000000) *
                          2043) c4>=4627.947 42    0 open (0.000000000 1.000000000) *
                       511) c10< 4628.333 593   37 open (0.062394604 0.937605396)  
                        1022) c13< 4249.047 7    3 open (0.428571429 0.571428571)  
                          2044) c9>=4194.345 3    0 closed (1.000000000 0.000000000) *
                          2045) c9< 4194.345 4    0 open (0.000000000 1.000000000) *
                        1023) c13>=4249.047 586   34 open (0.058020478 0.941979522)  
                          2046) c10< 4582.379 1    0 closed (1.000000000 0.000000000) *
                          2047) c10>=4582.379 585   33 open (0.056410256 0.943589744)  
                            4094) c1< 4283.896 165   18 open (0.109090909 0.890909091)  
                              8188) c15>=4614.629 20    8 open (0.400000000 0.600000000)  
                               16376) c3>=4002.711 8    1 closed (0.875000000 0.125000000)  
                                 32752) c1>=4270.279 7    0 closed (1.000000000 0.000000000) *
                                 32753) c1< 4270.279 1    0 open (0.000000000 1.000000000) *
                               16377) c3< 4002.711 12    1 open (0.083333333 0.916666667)  
                                 32754) c1< 4271.193 1    0 closed (1.000000000 0.000000000) *
                                 32755) c1>=4271.193 11    0 open (0.000000000 1.000000000) *
                              8189) c15< 4614.629 145   10 open (0.068965517 0.931034483)  
                               16378) c1>=4283.653 1    0 closed (1.000000000 0.000000000) *
                               16379) c1< 4283.653 144    9 open (0.062500000 0.937500000)  
                                 32758) c12>=4252.489 15    4 open (0.266666667 0.733333333)  
                                   65516) c8< 4062.576 7    3 closed (0.571428571 0.428571429)  
                                    131032) c3< 4010.141 4    0 closed (1.000000000 0.000000000) *
                                    131033) c3>=4010.141 3    0 open (0.000000000 1.000000000) *
                                   65517) c8>=4062.576 8    0 open (0.000000000 1.000000000) *
                                 32759) c12< 4252.489 129    5 open (0.038759690 0.961240310)  
                                   65518) c2>=4271.869 2    1 closed (0.500000000 0.500000000)  
                                    131036) c1>=4270.035 1    0 closed (1.000000000 0.000000000) *
                                    131037) c1< 4270.035 1    0 open (0.000000000 1.000000000) *
                                   65519) c2< 4271.869 127    4 open (0.031496063 0.968503937)  
                                    131038) c5< 4102.971 21    3 open (0.142857143 0.857142857)  
                                      262076) c9< 4198.99 7    3 open (0.428571429 0.571428571)  
                                        524152) c7>=4230.766 3    0 closed (1.000000000 0.000000000) *
                                        524153) c7< 4230.766 4    0 open (0.000000000 1.000000000) *
                                      262077) c9>=4198.99 14    0 open (0.000000000 1.000000000) *
                                    131039) c5>=4102.971 106    1 open (0.009433962 0.990566038)  
                                      262078) c9>=4217.806 4    1 open (0.250000000 0.750000000)  
                                        524156) c3< 3963.844 1    0 closed (1.000000000 0.000000000) *
                                        524157) c3>=3963.844 3    0 open (0.000000000 1.000000000) *
                                      262079) c9< 4217.806 102    0 open (0.000000000 1.000000000) *
                            4095) c1>=4283.896 420   15 open (0.035714286 0.964285714)  
                              8190) c5>=4144.085 17    4 open (0.235294118 0.764705882)  
                               16380) c7>=4241.807 3    0 closed (1.000000000 0.000000000) *
                               16381) c7< 4241.807 14    1 open (0.071428571 0.928571429)  
                                 32762) c8>=4076.267 2    1 closed (0.500000000 0.500000000)  
                                   65524) c1< 4303.18 1    0 closed (1.000000000 0.000000000) *
                                   65525) c1>=4303.18 1    0 open (0.000000000 1.000000000) *
                                 32763) c8< 4076.267 12    0 open (0.000000000 1.000000000) *
                              8191) c5< 4144.085 403   11 open (0.027295285 0.972704715)  
                               16382) c10>=4619.655 110    8 open (0.072727273 0.927272727)  
                                 32764) c10< 4619.747 1    0 closed (1.000000000 0.000000000) *
                                 32765) c10>=4619.747 109    7 open (0.064220183 0.935779817)  
                                   65530) c13< 4266.646 16    4 open (0.250000000 0.750000000)  
                                    131060) c2< 4249.03 2    0 closed (1.000000000 0.000000000) *
                                    131061) c2>=4249.03 14    2 open (0.142857143 0.857142857)  
                                      262122) c3< 3977.859 1    0 closed (1.000000000 0.000000000) *
                                      262123) c3>=3977.859 13    1 open (0.076923077 0.923076923)  
                                        524246) c4>=4636.364 1    0 closed (1.000000000 0.000000000) *
                                        524247) c4< 4636.364 12    0 open (0.000000000 1.000000000) *
                                   65531) c13>=4266.646 93    3 open (0.032258065 0.967741935)  
                                    131062) c11>=4225.37 2    1 closed (0.500000000 0.500000000)  
                                      262124) c1>=4297.351 1    0 closed (1.000000000 0.000000000) *
                                      262125) c1< 4297.351 1    0 open (0.000000000 1.000000000) *
                                    131063) c11< 4225.37 91    2 open (0.021978022 0.978021978)  
                                      262126) c6>=4359.804 3    1 open (0.333333333 0.666666667)  
                                        524252) c1< 4293.473 1    0 closed (1.000000000 0.000000000) *
                                        524253) c1>=4293.473 2    0 open (0.000000000 1.000000000) *
                                      262127) c6< 4359.804 88    1 open (0.011363636 0.988636364)  
                                        524254) c16>=4362.507 5    1 open (0.200000000 0.800000000)  
                                         1048508) c6>=4346.186 1    0 closed (1.000000000 0.000000000) *
                                         1048509) c6< 4346.186 4    0 open (0.000000000 1.000000000) *
                                        524255) c16< 4362.507 83    0 open (0.000000000 1.000000000) *
                               16383) c10< 4619.655 293    3 open (0.010238908 0.989761092)  
                                 32766) c15>=4629.583 3    1 open (0.333333333 0.666666667)  
                                   65532) c1< 4292.359 1    0 closed (1.000000000 0.000000000) *
                                   65533) c1>=4292.359 2    0 open (0.000000000 1.000000000) *
                                 32767) c15< 4629.583 290    2 open (0.006896552 0.993103448)  
                                   65534) c11>=4213.332 31    2 open (0.064516129 0.935483871)  
                                    131068) c11< 4213.674 1    0 closed (1.000000000 0.000000000) *
                                    131069) c11>=4213.674 30    1 open (0.033333333 0.966666667)  
                                      262138) c16>=4362.5 3    1 open (0.333333333 0.666666667)  
                                        524276) c1>=4297.114 1    0 closed (1.000000000 0.000000000) *
                                        524277) c1< 4297.114 2    0 open (0.000000000 1.000000000) *
                                      262139) c16< 4362.5 27    0 open (0.000000000 1.000000000) *
                                   65535) c11< 4213.332 259    0 open (0.000000000 1.000000000) *
In [ ]:
printcp(dtree_full)
# "46 0.00049635    301  0.262285 0.53903 0.0093220"
# cp = 0.00049635
# with 301 splits
# and xerror the smallest = 0.53903
# this value of cp looks the best to me. i want to verify it before.
Classification tree:
rpart::rpart(formula = eyes ~ ., data = train_data, method = "class", 
    control = rpart.control(minsplit = 1, cp = 0))

Variables actually used in tree construction:
 [1] c1  c10 c11 c12 c13 c15 c16 c2  c3  c4  c5  c6  c7  c8  c9 

Root node error: 4701/10465 = 0.44921

n= 10465 

           CP nsplit rel error  xerror      xstd
1  0.09763880      0  1.000000 1.00000 0.0108242
2  0.05700915      1  0.902361 0.91959 0.0107149
3  0.03212083      2  0.845352 0.85110 0.0105749
4  0.02807913      3  0.813231 0.84152 0.0105518
5  0.01978302      5  0.757073 0.77707 0.0103730
6  0.01446501      7  0.717507 0.74388 0.0102646
7  0.01382685      8  0.703042 0.74048 0.0102528
8  0.01255052      9  0.689215 0.72431 0.0101953
9  0.00829611     10  0.676665 0.71240 0.0101512
10 0.00723250     11  0.668368 0.70070 0.0101063
11 0.00531802     13  0.653903 0.69198 0.0100719
12 0.00489258     16  0.637949 0.66645 0.0099662
13 0.00416933     18  0.628164 0.65114 0.0098993
14 0.00404169     28  0.569241 0.64050 0.0098512
15 0.00393533     29  0.565199 0.63455 0.0098237
16 0.00361625     31  0.557328 0.63178 0.0098108
17 0.00333262     32  0.553712 0.62987 0.0098018
18 0.00276537     36  0.535843 0.62093 0.0097592
19 0.00262356     38  0.530313 0.61923 0.0097510
20 0.00255265     41  0.522442 0.61625 0.0097365
21 0.00233993     42  0.519889 0.61412 0.0097261
22 0.00219811     45  0.512870 0.59966 0.0096539
23 0.00212721     48  0.506275 0.59285 0.0096191
24 0.00191449     52  0.497766 0.58817 0.0095947
25 0.00180813     59  0.482663 0.58413 0.0095735
26 0.00170177     61  0.479047 0.57924 0.0095475
27 0.00159541     62  0.477345 0.57541 0.0095270
28 0.00154223     69  0.465220 0.57413 0.0095201
29 0.00148904     73  0.459051 0.57073 0.0095016
30 0.00138268     75  0.456073 0.57009 0.0094981
31 0.00134723     82  0.445863 0.57009 0.0094981
32 0.00127632     85  0.441821 0.56967 0.0094958
33 0.00122314     89  0.436716 0.56499 0.0094700
34 0.00116996     99  0.421400 0.56499 0.0094700
35 0.00106360    105  0.414380 0.56520 0.0094712
36 0.00101042    119  0.399489 0.55988 0.0094416
37 0.00095724    124  0.393746 0.55967 0.0094404
38 0.00092179    142  0.375665 0.55605 0.0094201
39 0.00085088    150  0.368007 0.55584 0.0094189
40 0.00077998    183  0.339290 0.55010 0.0093862
41 0.00074452    193  0.330993 0.55010 0.0093862
42 0.00070907    207  0.320570 0.55073 0.0093899
43 0.00063816    210  0.318443 0.54308 0.0093456
44 0.00056726    272  0.278451 0.54350 0.0093481
45 0.00053180    280  0.273559 0.54137 0.0093357
46 0.00049635    301  0.262285 0.53903 0.0093220
47 0.00047862    319  0.250585 0.53946 0.0093245
48 0.00042544    328  0.246118 0.54456 0.0093543
49 0.00037226    477  0.181876 0.54542 0.0093592
50 0.00035453    489  0.176345 0.54797 0.0093740
51 0.00031908    516  0.166348 0.55584 0.0094189
52 0.00028363    615  0.132950 0.55839 0.0094333
53 0.00027350    640  0.125292 0.56307 0.0094594
54 0.00026590    647  0.123378 0.56414 0.0094653
55 0.00024817    651  0.122314 0.56414 0.0094653
56 0.00021272    665  0.118273 0.58264 0.0095656
57 0.00018613   1078  0.029994 0.58285 0.0095668
58 0.00017018   1086  0.028505 0.58392 0.0095724
59 0.00015954   1099  0.026165 0.58605 0.0095836
60 0.00014181   1105  0.025101 0.58839 0.0095958
61 0.00012763   1129  0.021698 0.58902 0.0095992
62 0.00012155   1139  0.020421 0.58902 0.0095992
63 0.00010636   1146  0.019570 0.59604 0.0096355
64 0.00000000   1329  0.000000 0.59604 0.0096355
In [ ]:
plotcp(dtree_full)
# somewhere between 0.0008 and close to 0.0004 we have the best cp value
# from previous printcp we know that the best cp value is 43. 0.00063816
No description has been provided for this image
In [ ]:
summary(dtree_full)
# i don't really understand this summary :'(
Call:
rpart::rpart(formula = eyes ~ ., data = train_data, method = "class", 
    control = rpart.control(minsplit = 1, cp = 0))
  n= 10465 

             CP nsplit  rel error    xerror        xstd
1  0.0976388003      0 1.00000000 1.0000000 0.010824236
2  0.0570091470      1 0.90236120 0.9195916 0.010714889
3  0.0321208254      2 0.84535205 0.8510955 0.010574871
4  0.0280791321      3 0.81323123 0.8415231 0.010551772
5  0.0197830249      5 0.75707296 0.7770687 0.010372950
6  0.0144650074      7 0.71750691 0.7438843 0.010264600
7  0.0138268454      8 0.70304191 0.7404807 0.010252842
8  0.0125505212      9 0.68921506 0.7243140 0.010195324
9  0.0082961072     10 0.67666454 0.7124016 0.010151160
10 0.0072325037     11 0.66836843 0.7007020 0.010106291
11 0.0053180174     13 0.65390342 0.6919804 0.010071868
12 0.0048925760     16 0.63794937 0.6664539 0.009966245
13 0.0041693257     18 0.62816422 0.6511381 0.009899312
14 0.0040416933     28 0.56924059 0.6405020 0.009851224
15 0.0039353329     29 0.56519889 0.6345458 0.009823712
16 0.0036162519     31 0.55732823 0.6317805 0.009810794
17 0.0033326243     32 0.55371198 0.6298660 0.009801798
18 0.0027653691     36 0.53584344 0.6209317 0.009759231
19 0.0026235553     38 0.53031270 0.6192300 0.009751013
20 0.0025526484     41 0.52244203 0.6162519 0.009736546
21 0.0023399277     42 0.51988939 0.6141247 0.009726147
22 0.0021981139     45 0.51286960 0.5996596 0.009653945
23 0.0021272070     48 0.50627526 0.5928526 0.009619061
24 0.0019144863     52 0.49776643 0.5881727 0.009594737
25 0.0018081259     59 0.48266326 0.5841310 0.009573504
26 0.0017017656     61 0.47904701 0.5792385 0.009547519
27 0.0015954052     62 0.47734525 0.5754095 0.009526966
28 0.0015422251     69 0.46522017 0.5741332 0.009520073
29 0.0014890449     73 0.45905127 0.5707296 0.009501586
30 0.0013826845     75 0.45607318 0.5700915 0.009498102
31 0.0013472311     82 0.44586258 0.5700915 0.009498102
32 0.0012763242     85 0.44182089 0.5696660 0.009495777
33 0.0012231440     89 0.43671559 0.5649862 0.009470041
34 0.0011699638     99 0.42139970 0.5649862 0.009470041
35 0.0010636035    105 0.41437992 0.5651989 0.009471218
36 0.0010104233    119 0.39948947 0.5598809 0.009441633
37 0.0009572431    124 0.39374601 0.5596682 0.009440442
38 0.0009217897    142 0.37566475 0.5560519 0.009420098
39 0.0008508828    150 0.36800681 0.5558392 0.009418896
40 0.0007799759    183 0.33928951 0.5500957 0.009386203
41 0.0007445224    193 0.33099341 0.5500957 0.009386203
42 0.0007090690    207 0.32057009 0.5507339 0.009389858
43 0.0006381621    210 0.31844288 0.5430759 0.009345632
44 0.0005672552    272 0.27845139 0.5435014 0.009348110
45 0.0005318017    280 0.27355882 0.5413742 0.009335694
46 0.0004963483    301 0.26228462 0.5390342 0.009321964
47 0.0004786216    319 0.25058498 0.5394597 0.009324466
48 0.0004254414    328 0.24611785 0.5445650 0.009354295
49 0.0003722612    477 0.18187620 0.5454159 0.009359231
50 0.0003545345    489 0.17634546 0.5479685 0.009373980
51 0.0003190810    516 0.16634759 0.5558392 0.009418896
52 0.0002836276    615 0.13295044 0.5583918 0.009433282
53 0.0002734980    640 0.12529249 0.5630717 0.009459429
54 0.0002659009    647 0.12337800 0.5641353 0.009465331
55 0.0002481741    651 0.12231440 0.5641353 0.009465331
56 0.0002127207    665 0.11827271 0.5826420 0.009565628
57 0.0001861306   1078 0.02999362 0.5828547 0.009566755
58 0.0001701766   1086 0.02850457 0.5839183 0.009572381
59 0.0001595405   1099 0.02616465 0.5860455 0.009583588
60 0.0001418138   1105 0.02510104 0.5883854 0.009595848
61 0.0001276324   1129 0.02169751 0.5890236 0.009599180
62 0.0001215547   1139 0.02042119 0.5890236 0.009599180
63 0.0001063603   1146 0.01957030 0.5960434 0.009635486
64 0.0000000000   1329 0.00000000 0.5960434 0.009635486

Variable importance
 c1  c3  c8  c4 c16 c15  c2 c13  c5 c11  c7  c6  c9 c10 c12 
 10   9   9   8   7   7   7   6   6   6   6   6   5   5   2 

Node number 1: 10465 observations,    complexity param=0.0976388
  predicted class=open    expected loss=0.4492117  P(node) =1
    class counts:  4701  5764
   probabilities: 0.449 0.551 
  left son=2 (3783 obs) right son=3 (6682 obs)
  Primary splits:
      c16 < 4363.988 to the right, improve=147.19540, (0 missing)
      c8  < 4100.875 to the right, improve=144.31470, (0 missing)
      c1  < 4309.962 to the right, improve=130.82360, (0 missing)
      c15 < 4615.259 to the right, improve=111.66610, (0 missing)
      c9  < 4219.925 to the right, improve= 89.37421, (0 missing)
  Surrogate splits:
      c1  < 4305.328 to the right, agree=0.861, adj=0.616, (0 split)
      c13 < 4284.157 to the right, agree=0.814, adj=0.485, (0 split)
      c15 < 4616.905 to the right, agree=0.795, adj=0.432, (0 split)
      c11 < 4213.123 to the right, agree=0.777, adj=0.382, (0 split)
      c2  < 4272.792 to the right, agree=0.769, adj=0.362, (0 split)

Node number 2: 3783 observations,    complexity param=0.02807913
  predicted class=closed  expected loss=0.4393339  P(node) =0.3614907
    class counts:  2121  1662
   probabilities: 0.561 0.439 
  left son=4 (551 obs) right son=5 (3232 obs)
  Primary splits:
      c3  < 3988.343 to the left,  improve=110.22720, (0 missing)
      c8  < 4092.413 to the right, improve= 95.26798, (0 missing)
      c1  < 4404.231 to the left,  improve= 78.66117, (0 missing)
      c9  < 4207.098 to the right, improve= 40.93284, (0 missing)
      c16 < 4459.277 to the left,  improve= 40.36699, (0 missing)
  Surrogate splits:
      c5  < 4102.309 to the left,  agree=0.898, adj=0.301, (0 split)
      c2  < 4241.921 to the left,  agree=0.861, adj=0.045, (0 split)
      c15 < 4755.379 to the right, agree=0.857, adj=0.018, (0 split)
      c1  < 4279.218 to the left,  agree=0.856, adj=0.013, (0 split)
      c4  < 6426.654 to the right, agree=0.855, adj=0.004, (0 split)

Node number 3: 6682 observations,    complexity param=0.05700915
  predicted class=open    expected loss=0.3861119  P(node) =0.6385093
    class counts:  2580  4102
   probabilities: 0.386 0.614 
  left son=6 (1704 obs) right son=7 (4978 obs)
  Primary splits:
      c8  < 4054.442 to the left,  improve=169.56350, (0 missing)
      c4  < 4621.039 to the left,  improve=122.52930, (0 missing)
      c16 < 4322.298 to the right, improve= 79.77882, (0 missing)
      c3  < 4039.145 to the left,  improve= 56.87807, (0 missing)
      c1  < 4264.543 to the right, improve= 47.88938, (0 missing)
  Surrogate splits:
      c9  < 4168.567 to the left,  agree=0.746, adj=0.005, (0 split)
      c7  < 4172.123 to the left,  agree=0.746, adj=0.002, (0 split)
      c6  < 4301.863 to the left,  agree=0.745, adj=0.002, (0 split)
      c10 < 4576.419 to the left,  agree=0.745, adj=0.002, (0 split)
      c5  < 4065.776 to the left,  agree=0.745, adj=0.001, (0 split)

Node number 4: 551 observations,    complexity param=0.002198114
  predicted class=closed  expected loss=0.1470054  P(node) =0.0526517
    class counts:   470    81
   probabilities: 0.853 0.147 
  left son=8 (421 obs) right son=9 (130 obs)
  Primary splits:
      c16 < 4372.127 to the right, improve=20.476040, (0 missing)
      c8  < 4083.705 to the right, improve=12.393120, (0 missing)
      c1  < 4317.442 to the right, improve=10.250200, (0 missing)
      c4  < 4608.994 to the left,  improve= 7.766076, (0 missing)
      c15 < 4650.359 to the right, improve= 7.355304, (0 missing)
  Surrogate splits:
      c8  < 4057.204 to the right, agree=0.789, adj=0.108, (0 split)
      c1  < 4293.587 to the right, agree=0.786, adj=0.092, (0 split)
      c15 < 4602.615 to the right, agree=0.784, adj=0.085, (0 split)
      c11 < 4167.84  to the right, agree=0.777, adj=0.054, (0 split)
      c13 < 4268.328 to the right, agree=0.777, adj=0.054, (0 split)

Node number 5: 3232 observations,    complexity param=0.02807913
  predicted class=closed  expected loss=0.4891708  P(node) =0.308839
    class counts:  1651  1581
   probabilities: 0.511 0.489 
  left son=10 (746 obs) right son=11 (2486 obs)
  Primary splits:
      c8  < 4095.476 to the right, improve=88.02909, (0 missing)
      c3  < 4075.931 to the left,  improve=65.00285, (0 missing)
      c1  < 4404.231 to the left,  improve=60.47958, (0 missing)
      c16 < 4481.706 to the left,  improve=40.30736, (0 missing)
      c9  < 4211.776 to the right, improve=38.84014, (0 missing)
  Surrogate splits:
      c6  < 4368.211 to the right, agree=0.886, adj=0.505, (0 split)
      c4  < 4650.305 to the right, agree=0.882, adj=0.488, (0 split)
      c10 < 4644.193 to the right, agree=0.881, adj=0.484, (0 split)
      c9  < 4231.236 to the right, agree=0.879, adj=0.475, (0 split)
      c2  < 4316.708 to the right, agree=0.848, adj=0.343, (0 split)

Node number 6: 1704 observations,    complexity param=0.03212083
  predicted class=closed  expected loss=0.4213615  P(node) =0.1628285
    class counts:   986   718
   probabilities: 0.579 0.421 
  left son=12 (1019 obs) right son=13 (685 obs)
  Primary splits:
      c13 < 4264.208 to the right, improve=81.71172, (0 missing)
      c16 < 4314.31  to the right, improve=67.60678, (0 missing)
      c1  < 4255.221 to the right, improve=63.33902, (0 missing)
      c11 < 4175.286 to the right, improve=52.79082, (0 missing)
      c15 < 4611.427 to the right, improve=46.62508, (0 missing)
  Surrogate splits:
      c16 < 4332.993 to the right, agree=0.707, adj=0.270, (0 split)
      c1  < 4272.008 to the right, agree=0.687, adj=0.222, (0 split)
      c2  < 4244.938 to the right, agree=0.685, adj=0.218, (0 split)
      c11 < 4189.418 to the right, agree=0.685, adj=0.216, (0 split)
      c15 < 4576.08  to the right, agree=0.683, adj=0.212, (0 split)

Node number 7: 4978 observations,    complexity param=0.004169326
  predicted class=open    expected loss=0.3202089  P(node) =0.4756808
    class counts:  1594  3384
   probabilities: 0.320 0.680 
  left son=14 (3298 obs) right son=15 (1680 obs)
  Primary splits:
      c4  < 4623.657 to the left,  improve=45.97257, (0 missing)
      c16 < 4339.253 to the right, improve=39.30587, (0 missing)
      c8  < 4100.809 to the right, improve=36.39153, (0 missing)
      c3  < 4042     to the left,  improve=29.19636, (0 missing)
      c1  < 4309.626 to the right, improve=26.27617, (0 missing)
  Surrogate splits:
      c6  < 4349.163 to the left,  agree=0.733, adj=0.210, (0 split)
      c10 < 4634.786 to the left,  agree=0.703, adj=0.119, (0 split)
      c8  < 4088.613 to the left,  agree=0.691, adj=0.085, (0 split)
      c5  < 4138.57  to the left,  agree=0.690, adj=0.082, (0 split)
      c9  < 4213.116 to the left,  agree=0.686, adj=0.071, (0 split)

Node number 8: 421 observations,    complexity param=0.0004254414
  predicted class=closed  expected loss=0.07125891  P(node) =0.04022934
    class counts:   391    30
   probabilities: 0.929 0.071 
  left son=16 (419 obs) right son=17 (2 obs)
  Primary splits:
      c1 < 5828.922 to the left,  improve=3.466709, (0 missing)
      c2 < 3341.347 to the right, improve=3.466709, (0 missing)
      c3 < 3856.266 to the right, improve=3.466709, (0 missing)
      c4 < 6371.928 to the left,  improve=3.466709, (0 missing)
      c6 < 5201.477 to the left,  improve=3.466709, (0 missing)
  Surrogate splits:
      c2 < 3341.347 to the right, agree=1, adj=1, (0 split)
      c3 < 3856.266 to the right, agree=1, adj=1, (0 split)
      c4 < 6371.928 to the left,  agree=1, adj=1, (0 split)
      c6 < 5201.477 to the left,  agree=1, adj=1, (0 split)
      c8 < 5235.38  to the left,  agree=1, adj=1, (0 split)

Node number 9: 130 observations,    complexity param=0.002198114
  predicted class=closed  expected loss=0.3923077  P(node) =0.01242236
    class counts:    79    51
   probabilities: 0.608 0.392 
  left son=18 (44 obs) right son=19 (86 obs)
  Primary splits:
      c11 < 4195.355 to the left,  improve=18.169600, (0 missing)
      c5  < 4115.648 to the left,  improve=16.474200, (0 missing)
      c8  < 4088.823 to the right, improve=16.003640, (0 missing)
      c7  < 4229.108 to the left,  improve= 9.856410, (0 missing)
      c2  < 4253.847 to the left,  improve= 9.791084, (0 missing)
  Surrogate splits:
      c2  < 4249.733 to the left,  agree=0.777, adj=0.341, (0 split)
      c7  < 4227.816 to the left,  agree=0.754, adj=0.273, (0 split)
      c8  < 4092.16  to the right, agree=0.723, adj=0.182, (0 split)
      c5  < 4087.792 to the left,  agree=0.700, adj=0.114, (0 split)
      c16 < 4364.944 to the left,  agree=0.692, adj=0.091, (0 split)

Node number 10: 746 observations,    complexity param=0.01255052
  predicted class=closed  expected loss=0.2761394  P(node) =0.07128524
    class counts:   540   206
   probabilities: 0.724 0.276 
  left son=20 (677 obs) right son=21 (69 obs)
  Primary splits:
      c4  < 4708.531 to the left,  improve=64.52389, (0 missing)
      c10 < 4696.531 to the left,  improve=55.61166, (0 missing)
      c13 < 4362.449 to the left,  improve=51.14205, (0 missing)
      c7  < 4322.774 to the left,  improve=50.71063, (0 missing)
      c3  < 4075.953 to the left,  improve=49.58134, (0 missing)
  Surrogate splits:
      c13 < 4356.775 to the left,  agree=0.973, adj=0.710, (0 split)
      c10 < 4694.581 to the left,  agree=0.972, adj=0.696, (0 split)
      c7  < 4319.675 to the left,  agree=0.971, adj=0.681, (0 split)
      c9  < 4280.254 to the left,  agree=0.965, adj=0.623, (0 split)
      c11 < 4301.375 to the left,  agree=0.960, adj=0.565, (0 split)

Node number 11: 2486 observations,    complexity param=0.01978302
  predicted class=open    expected loss=0.4469027  P(node) =0.2375538
    class counts:  1111  1375
   probabilities: 0.447 0.553 
  left son=22 (2120 obs) right son=23 (366 obs)
  Primary splits:
      c3  < 4061.067 to the left,  improve=46.91594, (0 missing)
      c1  < 4428.342 to the left,  improve=39.98306, (0 missing)
      c4  < 4626.404 to the left,  improve=30.45933, (0 missing)
      c16 < 4481.706 to the left,  improve=28.30794, (0 missing)
      c5  < 4175.267 to the left,  improve=19.37134, (0 missing)
  Surrogate splits:
      c5  < 4154.232 to the left,  agree=0.928, adj=0.514, (0 split)
      c1  < 4409.355 to the left,  agree=0.923, adj=0.475, (0 split)
      c2  < 4295.629 to the left,  agree=0.891, adj=0.260, (0 split)
      c16 < 4440.194 to the left,  agree=0.887, adj=0.230, (0 split)
      c7  < 4209.543 to the right, agree=0.863, adj=0.068, (0 split)

Node number 12: 1019 observations,    complexity param=0.007232504
  predicted class=closed  expected loss=0.2944063  P(node) =0.09737219
    class counts:   719   300
   probabilities: 0.706 0.294 
  left son=24 (598 obs) right son=25 (421 obs)
  Primary splits:
      c4  < 4613.665 to the left,  improve=40.87047, (0 missing)
      c8  < 4045.313 to the left,  improve=20.23402, (0 missing)
      c3  < 3995.486 to the right, improve=16.05180, (0 missing)
      c11 < 4175.24  to the right, improve=15.71034, (0 missing)
      c10 < 4597.649 to the left,  improve=11.58779, (0 missing)
  Surrogate splits:
      c6  < 4338.606 to the left,  agree=0.633, adj=0.112, (0 split)
      c7  < 4230.124 to the left,  agree=0.631, adj=0.107, (0 split)
      c8  < 4049.197 to the left,  agree=0.619, adj=0.078, (0 split)
      c15 < 4608.043 to the left,  agree=0.619, adj=0.078, (0 split)
      c3  < 4014.168 to the left,  agree=0.615, adj=0.069, (0 split)

Node number 13: 685 observations,    complexity param=0.01382685
  predicted class=open    expected loss=0.389781  P(node) =0.06545628
    class counts:   267   418
   probabilities: 0.390 0.610 
  left son=26 (107 obs) right son=27 (578 obs)
  Primary splits:
      c15 < 4605.457 to the right, improve=43.45979, (0 missing)
      c16 < 4314.262 to the right, improve=31.07322, (0 missing)
      c1  < 4251.134 to the right, improve=29.50568, (0 missing)
      c3  < 3988.095 to the right, improve=25.10951, (0 missing)
      c13 < 4253.369 to the right, improve=22.94924, (0 missing)
  Surrogate splits:
      c1  < 4306.694 to the right, agree=0.847, adj=0.019, (0 split)
      c11 < 4213.771 to the right, agree=0.845, adj=0.009, (0 split)
      c16 < 4363.089 to the right, agree=0.845, adj=0.009, (0 split)

Node number 14: 3298 observations,    complexity param=0.004169326
  predicted class=open    expected loss=0.3687083  P(node) =0.3151457
    class counts:  1216  2082
   probabilities: 0.369 0.631 
  left son=28 (2564 obs) right son=29 (734 obs)
  Primary splits:
      c16 < 4332.343 to the right, improve=42.89704, (0 missing)
      c3  < 3971.175 to the left,  improve=36.29602, (0 missing)
      c1  < 4311.574 to the right, improve=31.31474, (0 missing)
      c4  < 4590.415 to the right, improve=26.38955, (0 missing)
      c5  < 4090.384 to the left,  improve=24.65441, (0 missing)
  Surrogate splits:
      c1  < 4267.574 to the right, agree=0.894, adj=0.523, (0 split)
      c15 < 4572.302 to the right, agree=0.865, adj=0.395, (0 split)
      c13 < 4255.893 to the right, agree=0.845, adj=0.305, (0 split)
      c2  < 4237.658 to the right, agree=0.828, adj=0.229, (0 split)
      c7  < 4206.297 to the right, agree=0.817, adj=0.178, (0 split)

Node number 15: 1680 observations,    complexity param=0.004169326
  predicted class=open    expected loss=0.225  P(node) =0.1605351
    class counts:   378  1302
   probabilities: 0.225 0.775 
  left son=30 (82 obs) right son=31 (1598 obs)
  Primary splits:
      c8  < 4107.834 to the right, improve=40.108980, (0 missing)
      c9  < 4222.29  to the right, improve=17.215820, (0 missing)
      c7  < 4249.896 to the right, improve=16.990560, (0 missing)
      c15 < 4626.821 to the right, improve= 9.603109, (0 missing)
      c3  < 4044.015 to the left,  improve= 8.385248, (0 missing)
  Surrogate splits:
      c6  < 4397.348 to the right, agree=0.952, adj=0.012, (0 split)
      c15 < 4640.521 to the right, agree=0.952, adj=0.012, (0 split)

Node number 16: 419 observations,    complexity param=0.0004254414
  predicted class=closed  expected loss=0.06682578  P(node) =0.04003822
    class counts:   391    28
   probabilities: 0.933 0.067 
  left son=32 (319 obs) right son=33 (100 obs)
  Primary splits:
      c13 < 4284.438 to the right, improve=2.796377, (0 missing)
      c8  < 4083.705 to the right, improve=2.429521, (0 missing)
      c16 < 4385.264 to the right, improve=2.083208, (0 missing)
      c1  < 4332.533 to the right, improve=2.065164, (0 missing)
      c4  < 4608.994 to the left,  improve=1.508071, (0 missing)
  Surrogate splits:
      c15 < 4594.018 to the right, agree=0.785, adj=0.10, (0 split)
      c11 < 4188.695 to the right, agree=0.780, adj=0.08, (0 split)
      c2  < 4236.707 to the right, agree=0.778, adj=0.07, (0 split)
      c1  < 4280.69  to the right, agree=0.776, adj=0.06, (0 split)
      c16 < 4375.15  to the right, agree=0.776, adj=0.06, (0 split)

Node number 17: 2 observations
  predicted class=open    expected loss=0  P(node) =0.0001911132
    class counts:     0     2
   probabilities: 0.000 1.000 

Node number 18: 44 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.02272727  P(node) =0.004204491
    class counts:    43     1
   probabilities: 0.977 0.023 
  left son=36 (43 obs) right son=37 (1 obs)
  Primary splits:
      c8  < 4049.927 to the right, improve=1.9545450, (0 missing)
      c12 < 4260.337 to the left,  improve=1.9545450, (0 missing)
      c4  < 4598.5   to the right, improve=0.9545455, (0 missing)
      c5  < 4115.05  to the left,  improve=0.9545455, (0 missing)
      c13 < 4264.094 to the right, improve=0.9545455, (0 missing)

Node number 19: 86 observations,    complexity param=0.002198114
  predicted class=open    expected loss=0.4186047  P(node) =0.008217869
    class counts:    36    50
   probabilities: 0.419 0.581 
  left son=38 (21 obs) right son=39 (65 obs)
  Primary splits:
      c8  < 4088.823 to the right, improve=13.133730, (0 missing)
      c5  < 4117.955 to the left,  improve= 8.232624, (0 missing)
      c10 < 4623.804 to the right, improve= 6.176255, (0 missing)
      c15 < 4589.625 to the left,  improve= 5.963029, (0 missing)
      c4  < 4617.781 to the left,  improve= 5.353019, (0 missing)
  Surrogate splits:
      c15 < 4637.644 to the right, agree=0.837, adj=0.333, (0 split)
      c3  < 3951.281 to the left,  agree=0.826, adj=0.286, (0 split)
      c5  < 4089.991 to the left,  agree=0.826, adj=0.286, (0 split)
      c10 < 4634.965 to the right, agree=0.802, adj=0.190, (0 split)
      c11 < 4231.848 to the right, agree=0.802, adj=0.190, (0 split)

Node number 20: 677 observations,    complexity param=0.005318017
  predicted class=closed  expected loss=0.2097489  P(node) =0.06469183
    class counts:   535   142
   probabilities: 0.790 0.210 
  left son=40 (656 obs) right son=41 (21 obs)
  Primary splits:
      c4  < 4605.287 to the right, improve=23.904600, (0 missing)
      c2  < 4311.729 to the left,  improve=15.910610, (0 missing)
      c11 < 4243.905 to the left,  improve=14.842910, (0 missing)
      c5  < 4128.381 to the left,  improve=11.716240, (0 missing)
      c15 < 4646.269 to the left,  improve= 9.097975, (0 missing)

Node number 21: 69 observations,    complexity param=0.0006381621
  predicted class=open    expected loss=0.07246377  P(node) =0.006593407
    class counts:     5    64
   probabilities: 0.072 0.928 
  left son=42 (3 obs) right son=43 (66 obs)
  Primary splits:
      c10 < 4682.173 to the left,  improve=5.396574, (0 missing)
      c13 < 4344.631 to the left,  improve=3.898439, (0 missing)
      c3  < 4076.016 to the left,  improve=3.308149, (0 missing)
      c7  < 4315.612 to the left,  improve=2.400362, (0 missing)
      c4  < 4714.599 to the left,  improve=2.218936, (0 missing)

Node number 22: 2120 observations,    complexity param=0.01978302
  predicted class=open    expected loss=0.4872642  P(node) =0.20258
    class counts:  1033  1087
   probabilities: 0.487 0.513 
  left son=44 (850 obs) right son=45 (1270 obs)
  Primary splits:
      c4  < 4616.92  to the left,  improve=42.34002, (0 missing)
      c16 < 4398.411 to the right, improve=31.31439, (0 missing)
      c15 < 4638.73  to the right, improve=27.93970, (0 missing)
      c2  < 4261.637 to the right, improve=17.77209, (0 missing)
      c7  < 4270.474 to the right, improve=15.75348, (0 missing)
  Surrogate splits:
      c6 < 4332.69  to the left,  agree=0.689, adj=0.225, (0 split)
      c8 < 4065.822 to the left,  agree=0.663, adj=0.160, (0 split)
      c7 < 4228.408 to the left,  agree=0.663, adj=0.159, (0 split)
      c9 < 4192.2   to the left,  agree=0.651, adj=0.129, (0 split)
      c1 < 4348.357 to the right, agree=0.644, adj=0.112, (0 split)

Node number 23: 366 observations,    complexity param=0.004892576
  predicted class=open    expected loss=0.2131148  P(node) =0.03497372
    class counts:    78   288
   probabilities: 0.213 0.787 
  left son=46 (35 obs) right son=47 (331 obs)
  Primary splits:
      c15 < 4596.624 to the left,  improve=29.318790, (0 missing)
      c7  < 4197.057 to the left,  improve=18.900400, (0 missing)
      c10 < 4606.697 to the left,  improve=10.053870, (0 missing)
      c16 < 4479.527 to the left,  improve= 9.896076, (0 missing)
      c11 < 4189.69  to the left,  improve= 8.736614, (0 missing)
  Surrogate splits:
      c7 < 4192.677 to the left,  agree=0.934, adj=0.314, (0 split)

Node number 24: 598 observations,    complexity param=0.0007799759
  predicted class=closed  expected loss=0.1755853  P(node) =0.05714286
    class counts:   493   105
   probabilities: 0.824 0.176 
  left son=48 (385 obs) right son=49 (213 obs)
  Primary splits:
      c4  < 4608.447 to the left,  improve=7.449388, (0 missing)
      c11 < 4157.501 to the right, improve=6.853903, (0 missing)
      c16 < 4320.959 to the right, improve=4.110895, (0 missing)
      c13 < 4270.899 to the right, improve=4.106736, (0 missing)
      c10 < 4591.428 to the left,  improve=3.819047, (0 missing)
  Surrogate splits:
      c15 < 4611.924 to the left,  agree=0.684, adj=0.113, (0 split)
      c3  < 4013.009 to the left,  agree=0.667, adj=0.066, (0 split)
      c5  < 4126.764 to the left,  agree=0.664, adj=0.056, (0 split)
      c12 < 4197.581 to the right, agree=0.659, adj=0.042, (0 split)
      c7  < 4236.533 to the left,  agree=0.654, adj=0.028, (0 split)

Node number 25: 421 observations,    complexity param=0.007232504
  predicted class=closed  expected loss=0.4631829  P(node) =0.04022934
    class counts:   226   195
   probabilities: 0.537 0.463 
  left son=50 (215 obs) right son=51 (206 obs)
  Primary splits:
      c3  < 3998.671 to the right, improve=32.874990, (0 missing)
      c15 < 4619.649 to the right, improve=19.251880, (0 missing)
      c8  < 4043.488 to the left,  improve=16.352280, (0 missing)
      c4  < 4624.573 to the left,  improve=11.604420, (0 missing)
      c11 < 4178.484 to the right, improve= 9.997376, (0 missing)
  Surrogate splits:
      c15 < 4610.993 to the right, agree=0.648, adj=0.282, (0 split)
      c1  < 4291.976 to the right, agree=0.646, adj=0.277, (0 split)
      c5  < 4115.989 to the right, agree=0.620, adj=0.223, (0 split)
      c6  < 4333.762 to the right, agree=0.608, adj=0.199, (0 split)
      c2  < 4256.621 to the right, agree=0.606, adj=0.194, (0 split)

Node number 26: 107 observations,    complexity param=0.002339928
  predicted class=closed  expected loss=0.1962617  P(node) =0.01022456
    class counts:    86    21
   probabilities: 0.804 0.196 
  left son=52 (96 obs) right son=53 (11 obs)
  Primary splits:
      c3  < 3986.065 to the right, improve=15.840340, (0 missing)
      c16 < 4353.625 to the left,  improve= 7.282378, (0 missing)
      c7  < 4232.567 to the left,  improve= 6.155860, (0 missing)
      c15 < 4611.976 to the right, improve= 5.590929, (0 missing)
      c8  < 4053.104 to the left,  improve= 5.302464, (0 missing)
  Surrogate splits:
      c2 < 4225.166 to the right, agree=0.907, adj=0.091, (0 split)

Node number 27: 578 observations,    complexity param=0.002623555
  predicted class=open    expected loss=0.3131488  P(node) =0.05523172
    class counts:   181   397
   probabilities: 0.313 0.687 
  left son=54 (468 obs) right son=55 (110 obs)
  Primary splits:
      c16 < 4314.262 to the right, improve=19.47075, (0 missing)
      c1  < 4254.598 to the right, improve=19.19267, (0 missing)
      c13 < 4254.184 to the right, improve=15.94210, (0 missing)
      c6  < 4318.987 to the left,  improve=12.27952, (0 missing)
      c15 < 4565.276 to the right, improve=12.17343, (0 missing)
  Surrogate splits:
      c1  < 4251.213 to the right, agree=0.962, adj=0.800, (0 split)
      c15 < 4558.241 to the right, agree=0.945, adj=0.709, (0 split)
      c13 < 4244.036 to the right, agree=0.894, adj=0.445, (0 split)
      c3  < 4018.217 to the left,  agree=0.889, adj=0.418, (0 split)
      c11 < 4155.159 to the right, agree=0.888, adj=0.409, (0 split)

Node number 28: 2564 observations,    complexity param=0.004169326
  predicted class=open    expected loss=0.4118565  P(node) =0.2450072
    class counts:  1056  1508
   probabilities: 0.412 0.588 
  left son=56 (2434 obs) right son=57 (130 obs)
  Primary splits:
      c4  < 4590.415 to the right, improve=35.10443, (0 missing)
      c3  < 3971.285 to the left,  improve=29.22706, (0 missing)
      c5  < 4110.425 to the left,  improve=29.16058, (0 missing)
      c1  < 4311.574 to the right, improve=24.61301, (0 missing)
      c15 < 4589.581 to the left,  improve=22.33792, (0 missing)

Node number 29: 734 observations,    complexity param=0.001808126
  predicted class=open    expected loss=0.2179837  P(node) =0.07013856
    class counts:   160   574
   probabilities: 0.218 0.782 
  left son=58 (113 obs) right son=59 (621 obs)
  Primary splits:
      c3  < 3974.256 to the left,  improve=14.544720, (0 missing)
      c5  < 4089.252 to the left,  improve=13.664130, (0 missing)
      c15 < 4543.619 to the left,  improve= 7.735144, (0 missing)
      c11 < 4171.693 to the left,  improve= 6.647204, (0 missing)
      c6  < 4315.7   to the left,  improve= 4.911898, (0 missing)
  Surrogate splits:
      c5  < 4090.931 to the left,  agree=0.862, adj=0.106, (0 split)
      c6  < 4319.814 to the left,  agree=0.857, adj=0.071, (0 split)
      c4  < 4595.311 to the left,  agree=0.856, adj=0.062, (0 split)
      c13 < 4284.605 to the right, agree=0.851, adj=0.035, (0 split)
      c9  < 4228.023 to the right, agree=0.849, adj=0.018, (0 split)

Node number 30: 82 observations,    complexity param=0.001701766
  predicted class=closed  expected loss=0.2926829  P(node) =0.007835643
    class counts:    58    24
   probabilities: 0.707 0.293 
  left son=60 (62 obs) right son=61 (20 obs)
  Primary splits:
      c10 < 4614.601 to the right, improve=8.777026, (0 missing)
      c15 < 4608.125 to the right, improve=8.051710, (0 missing)
      c1  < 4277.092 to the right, improve=6.713124, (0 missing)
      c11 < 4204.944 to the right, improve=6.470358, (0 missing)
      c2  < 4256.554 to the right, improve=6.151769, (0 missing)
  Surrogate splits:
      c7  < 4215.782 to the right, agree=0.915, adj=0.65, (0 split)
      c11 < 4184.537 to the right, agree=0.866, adj=0.45, (0 split)
      c15 < 4572.039 to the right, agree=0.866, adj=0.45, (0 split)
      c1  < 4260.871 to the right, agree=0.817, adj=0.25, (0 split)
      c9  < 4199.853 to the right, agree=0.817, adj=0.25, (0 split)

Node number 31: 1598 observations,    complexity param=0.001223144
  predicted class=open    expected loss=0.2002503  P(node) =0.1526995
    class counts:   320  1278
   probabilities: 0.200 0.800 
  left son=62 (680 obs) right son=63 (918 obs)
  Primary splits:
      c8  < 4079.888 to the right, improve=19.572700, (0 missing)
      c7  < 4249.896 to the right, improve=15.588070, (0 missing)
      c4  < 4633.427 to the left,  improve= 7.122119, (0 missing)
      c3  < 4042.833 to the left,  improve= 6.991987, (0 missing)
      c15 < 4555.281 to the left,  improve= 5.501891, (0 missing)
  Surrogate splits:
      c10 < 4627.577 to the right, agree=0.673, adj=0.231, (0 split)
      c4  < 4636.227 to the right, agree=0.651, adj=0.181, (0 split)
      c6  < 4357.876 to the right, agree=0.645, adj=0.166, (0 split)
      c5  < 4146.91  to the right, agree=0.612, adj=0.088, (0 split)
      c15 < 4587.081 to the left,  agree=0.610, adj=0.084, (0 split)

Node number 32: 319 observations,    complexity param=0.0001701766
  predicted class=closed  expected loss=0.03448276  P(node) =0.03048256
    class counts:   308    11
   probabilities: 0.966 0.034 
  left son=64 (317 obs) right son=65 (2 obs)
  Primary splits:
      c5  < 4148.191 to the left,  improve=0.8722941, (0 missing)
      c8  < 4075.573 to the right, improve=0.8310500, (0 missing)
      c1  < 4330.902 to the right, improve=0.6649087, (0 missing)
      c16 < 4383.02  to the right, improve=0.6540260, (0 missing)
      c2  < 4266.739 to the left,  improve=0.6513443, (0 missing)

Node number 33: 100 observations,    complexity param=0.0004254414
  predicted class=closed  expected loss=0.17  P(node) =0.009555662
    class counts:    83    17
   probabilities: 0.830 0.170 
  left son=66 (75 obs) right son=67 (25 obs)
  Primary splits:
      c9  < 4213.347 to the left,  improve=6.406667, (0 missing)
      c11 < 4222.942 to the left,  improve=5.956192, (0 missing)
      c10 < 4621.768 to the left,  improve=5.390139, (0 missing)
      c7  < 4232.376 to the left,  improve=4.185517, (0 missing)
      c5  < 4103.973 to the right, improve=3.652069, (0 missing)
  Surrogate splits:
      c10 < 4624.497 to the left,  agree=0.85, adj=0.40, (0 split)
      c7  < 4254.468 to the left,  agree=0.82, adj=0.28, (0 split)
      c11 < 4222.942 to the left,  agree=0.82, adj=0.28, (0 split)
      c3  < 3985.361 to the left,  agree=0.76, adj=0.04, (0 split)
      c8  < 4099.361 to the left,  agree=0.76, adj=0.04, (0 split)

Node number 36: 43 observations
  predicted class=closed  expected loss=0  P(node) =0.004108935
    class counts:    43     0
   probabilities: 1.000 0.000 

Node number 37: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 38: 21 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.0952381  P(node) =0.002006689
    class counts:    19     2
   probabilities: 0.905 0.095 
  left son=76 (18 obs) right son=77 (3 obs)
  Primary splits:
      c2  < 4267.525 to the left,  improve=2.2857140, (0 missing)
      c1  < 4308.413 to the left,  improve=1.7190480, (0 missing)
      c12 < 4221.575 to the right, improve=1.2190480, (0 missing)
      c8  < 4091.112 to the right, improve=0.9523810, (0 missing)
      c3  < 3973.981 to the left,  improve=0.7619048, (0 missing)
  Surrogate splits:
      c3 < 3982.402 to the left,  agree=0.905, adj=0.333, (0 split)

Node number 39: 65 observations,    complexity param=0.001063603
  predicted class=open    expected loss=0.2615385  P(node) =0.00621118
    class counts:    17    48
   probabilities: 0.262 0.738 
  left son=78 (20 obs) right son=79 (45 obs)
  Primary splits:
      c1  < 4304.607 to the right, improve=4.807692, (0 missing)
      c4  < 4617.323 to the left,  improve=4.327205, (0 missing)
      c15 < 4589.01  to the left,  improve=3.430273, (0 missing)
      c5  < 4117.955 to the left,  improve=3.105578, (0 missing)
      c16 < 4366.348 to the right, improve=2.839294, (0 missing)
  Surrogate splits:
      c4  < 4616.013 to the left,  agree=0.754, adj=0.20, (0 split)
      c10 < 4603.655 to the left,  agree=0.754, adj=0.20, (0 split)
      c3  < 3986.99  to the right, agree=0.738, adj=0.15, (0 split)
      c5  < 4127.63  to the right, agree=0.738, adj=0.15, (0 split)
      c7  < 4227.876 to the left,  agree=0.738, adj=0.15, (0 split)

Node number 40: 656 observations,    complexity param=0.005318017
  predicted class=closed  expected loss=0.1859756  P(node) =0.06268514
    class counts:   534   122
   probabilities: 0.814 0.186 
  left son=80 (426 obs) right son=81 (230 obs)
  Primary splits:
      c2  < 4311.729 to the left,  improve=21.66714, (0 missing)
      c11 < 4243.905 to the left,  improve=19.69485, (0 missing)
      c4  < 4641.04  to the left,  improve=18.08186, (0 missing)
      c15 < 4646.269 to the left,  improve=13.53314, (0 missing)
      c5  < 4130.089 to the left,  improve=13.32930, (0 missing)
  Surrogate splits:
      c13 < 4314.293 to the left,  agree=0.928, adj=0.796, (0 split)
      c4  < 4665.304 to the left,  agree=0.918, adj=0.765, (0 split)
      c1  < 4352.569 to the left,  agree=0.904, adj=0.726, (0 split)
      c5  < 4163.109 to the left,  agree=0.898, adj=0.709, (0 split)
      c7  < 4264.495 to the left,  agree=0.890, adj=0.687, (0 split)

Node number 41: 21 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.04761905  P(node) =0.002006689
    class counts:     1    20
   probabilities: 0.048 0.952 
  left son=82 (1 obs) right son=83 (20 obs)
  Primary splits:
      c3  < 4031.153 to the right, improve=1.9047620, (0 missing)
      c9  < 4228.621 to the right, improve=1.9047620, (0 missing)
      c11 < 4231.795 to the right, improve=1.9047620, (0 missing)
      c12 < 4248.146 to the right, improve=0.9047619, (0 missing)
      c4  < 4604.336 to the right, improve=0.5714286, (0 missing)

Node number 42: 3 observations
  predicted class=closed  expected loss=0  P(node) =0.0002866699
    class counts:     3     0
   probabilities: 1.000 0.000 

Node number 43: 66 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.03030303  P(node) =0.006306737
    class counts:     2    64
   probabilities: 0.030 0.970 
  left son=86 (6 obs) right son=87 (60 obs)
  Primary splits:
      c3  < 4076.016 to the left,  improve=1.2121210, (0 missing)
      c13 < 4344.056 to the left,  improve=0.9100379, (0 missing)
      c4  < 4714.599 to the left,  improve=0.7676768, (0 missing)
      c11 < 4292.768 to the left,  improve=0.6787879, (0 missing)
      c7  < 4315.612 to the left,  improve=0.4941725, (0 missing)

Node number 44: 850 observations,    complexity param=0.008296107
  predicted class=closed  expected loss=0.3905882  P(node) =0.08122312
    class counts:   518   332
   probabilities: 0.609 0.391 
  left son=88 (585 obs) right son=89 (265 obs)
  Primary splits:
      c3  < 4021.776 to the left,  improve=25.78845, (0 missing)
      c4  < 4590.225 to the right, improve=19.91566, (0 missing)
      c15 < 4694.008 to the left,  improve=14.84895, (0 missing)
      c8  < 4072.923 to the left,  improve=10.59594, (0 missing)
      c1  < 4429.117 to the left,  improve=10.51736, (0 missing)
  Surrogate splits:
      c5  < 4140.779 to the left,  agree=0.749, adj=0.196, (0 split)
      c1  < 4380.358 to the left,  agree=0.747, adj=0.189, (0 split)
      c16 < 4445.603 to the left,  agree=0.747, adj=0.189, (0 split)
      c15 < 4662.705 to the left,  agree=0.733, adj=0.143, (0 split)
      c11 < 4231.264 to the left,  agree=0.724, adj=0.113, (0 split)

Node number 45: 1270 observations,    complexity param=0.01446501
  predicted class=open    expected loss=0.4055118  P(node) =0.1213569
    class counts:   515   755
   probabilities: 0.406 0.594 
  left son=90 (138 obs) right son=91 (1132 obs)
  Primary splits:
      c16 < 4398.411 to the right, improve=35.97752, (0 missing)
      c15 < 4638.73  to the right, improve=33.64579, (0 missing)
      c1  < 4316.275 to the right, improve=27.23780, (0 missing)
      c2  < 4263.994 to the right, improve=25.56507, (0 missing)
      c7  < 4270.474 to the right, improve=23.25584, (0 missing)
  Surrogate splits:
      c1  < 4354.733 to the right, agree=0.950, adj=0.543, (0 split)
      c15 < 4649.348 to the right, agree=0.942, adj=0.464, (0 split)
      c13 < 4310.827 to the right, agree=0.913, adj=0.196, (0 split)
      c11 < 4244.859 to the right, agree=0.910, adj=0.174, (0 split)
      c7  < 4267.149 to the right, agree=0.903, adj=0.109, (0 split)

Node number 46: 35 observations,    complexity param=0.0008508828
  predicted class=closed  expected loss=0.1714286  P(node) =0.003344482
    class counts:    29     6
   probabilities: 0.829 0.171 
  left son=92 (31 obs) right son=93 (4 obs)
  Primary splits:
      c2  < 4266.788 to the right, improve=6.200922, (0 missing)
      c10 < 4607.312 to the left,  improve=5.157143, (0 missing)
      c13 < 4280.703 to the right, improve=3.575336, (0 missing)
      c11 < 4189.278 to the left,  improve=2.442857, (0 missing)
      c15 < 4579.978 to the left,  improve=2.178151, (0 missing)
  Surrogate splits:
      c13 < 4272.918 to the right, agree=0.943, adj=0.50, (0 split)
      c10 < 4607.312 to the left,  agree=0.914, adj=0.25, (0 split)

Node number 47: 331 observations,    complexity param=0.001347231
  predicted class=open    expected loss=0.1480363  P(node) =0.03162924
    class counts:    49   282
   probabilities: 0.148 0.852 
  left son=94 (135 obs) right son=95 (196 obs)
  Primary splits:
      c10 < 4596.913 to the left,  improve=6.416937, (0 missing)
      c7  < 4220.696 to the left,  improve=6.172913, (0 missing)
      c6  < 4337.394 to the right, improve=5.737392, (0 missing)
      c16 < 4479.527 to the left,  improve=4.714425, (0 missing)
      c1  < 4443.826 to the left,  improve=4.104850, (0 missing)
  Surrogate splits:
      c9  < 4185.948 to the left,  agree=0.749, adj=0.385, (0 split)
      c8  < 4057.757 to the left,  agree=0.653, adj=0.148, (0 split)
      c7  < 4211.467 to the left,  agree=0.631, adj=0.096, (0 split)
      c11 < 4187.793 to the left,  agree=0.631, adj=0.096, (0 split)
      c4  < 4592.303 to the left,  agree=0.619, adj=0.067, (0 split)

Node number 48: 385 observations,    complexity param=0.0007799759
  predicted class=closed  expected loss=0.1168831  P(node) =0.0367893
    class counts:   340    45
   probabilities: 0.883 0.117 
  left son=96 (381 obs) right son=97 (4 obs)
  Primary splits:
      c16 < 4320.959 to the right, improve=6.304666, (0 missing)
      c11 < 4187.362 to the right, improve=4.052143, (0 missing)
      c13 < 4271.908 to the right, improve=3.774778, (0 missing)
      c4  < 4585.493 to the right, improve=3.240362, (0 missing)
      c1  < 4251.097 to the right, improve=3.135872, (0 missing)
  Surrogate splits:
      c1  < 4251.097 to the right, agree=0.995, adj=0.50, (0 split)
      c15 < 4562.259 to the right, agree=0.992, adj=0.25, (0 split)

Node number 49: 213 observations,    complexity param=0.0007799759
  predicted class=closed  expected loss=0.2816901  P(node) =0.02035356
    class counts:   153    60
   probabilities: 0.718 0.282 
  left son=98 (204 obs) right son=99 (9 obs)
  Primary splits:
      c11 < 4171.581 to the right, improve=6.929209, (0 missing)
      c3  < 3997.313 to the right, improve=4.867729, (0 missing)
      c15 < 4609.482 to the right, improve=4.076269, (0 missing)
      c9  < 4182.287 to the left,  improve=3.901044, (0 missing)
      c1  < 4286.349 to the right, improve=3.055082, (0 missing)
  Surrogate splits:
      c2 < 4277.682 to the left,  agree=0.967, adj=0.222, (0 split)

Node number 50: 215 observations,    complexity param=0.002339928
  predicted class=closed  expected loss=0.2697674  P(node) =0.02054467
    class counts:   157    58
   probabilities: 0.730 0.270 
  left son=100 (202 obs) right son=101 (13 obs)
  Primary splits:
      c11 < 4165.723 to the right, improve=11.811320, (0 missing)
      c15 < 4608.37  to the right, improve= 9.288808, (0 missing)
      c2  < 4276.512 to the left,  improve= 8.511514, (0 missing)
      c8  < 4045.791 to the left,  improve= 7.091936, (0 missing)
      c1  < 4295.524 to the left,  improve= 6.350388, (0 missing)

Node number 51: 206 observations,    complexity param=0.002127207
  predicted class=open    expected loss=0.3349515  P(node) =0.01968466
    class counts:    69   137
   probabilities: 0.335 0.665 
  left son=102 (24 obs) right son=103 (182 obs)
  Primary splits:
      c10 < 4625.966 to the right, improve=7.574318, (0 missing)
      c4  < 4624.573 to the left,  improve=7.017543, (0 missing)
      c16 < 4336.959 to the left,  improve=6.986655, (0 missing)
      c8  < 4040.669 to the left,  improve=6.104080, (0 missing)
      c9  < 4222.929 to the right, improve=5.775571, (0 missing)
  Surrogate splits:
      c9  < 4225.336 to the right, agree=0.908, adj=0.208, (0 split)
      c15 < 4565.814 to the left,  agree=0.898, adj=0.125, (0 split)
      c7  < 4248.626 to the right, agree=0.893, adj=0.083, (0 split)

Node number 52: 96 observations,    complexity param=0.0006381621
  predicted class=closed  expected loss=0.1041667  P(node) =0.009173435
    class counts:    86    10
   probabilities: 0.896 0.104 
  left son=104 (86 obs) right son=105 (10 obs)
  Primary splits:
      c16 < 4353.625 to the left,  improve=5.488760, (0 missing)
      c7  < 4232.567 to the left,  improve=4.266667, (0 missing)
      c15 < 4608.574 to the right, improve=3.630952, (0 missing)
      c2  < 4269.015 to the left,  improve=3.278369, (0 missing)
      c10 < 4624.686 to the left,  improve=3.278369, (0 missing)
  Surrogate splits:
      c1 < 4303.625 to the left,  agree=0.906, adj=0.1, (0 split)

Node number 53: 11 observations
  predicted class=open    expected loss=0  P(node) =0.001051123
    class counts:     0    11
   probabilities: 0.000 1.000 

Node number 54: 468 observations,    complexity param=0.002623555
  predicted class=open    expected loss=0.3760684  P(node) =0.0447205
    class counts:   176   292
   probabilities: 0.376 0.624 
  left son=108 (246 obs) right son=109 (222 obs)
  Primary splits:
      c3  < 3988.095 to the right, improve=22.817520, (0 missing)
      c7  < 4206.553 to the left,  improve=19.666650, (0 missing)
      c9  < 4166.68  to the left,  improve= 9.588844, (0 missing)
      c6  < 4318.987 to the left,  improve= 7.778063, (0 missing)
      c16 < 4336.613 to the left,  improve= 7.614264, (0 missing)
  Surrogate splits:
      c5  < 4107.601 to the right, agree=0.671, adj=0.306, (0 split)
      c1  < 4276.243 to the right, agree=0.639, adj=0.239, (0 split)
      c6  < 4331.629 to the right, agree=0.609, adj=0.176, (0 split)
      c13 < 4257.783 to the right, agree=0.603, adj=0.162, (0 split)
      c15 < 4585.468 to the right, agree=0.592, adj=0.140, (0 split)

Node number 55: 110 observations,    complexity param=0.0004254414
  predicted class=open    expected loss=0.04545455  P(node) =0.01051123
    class counts:     5   105
   probabilities: 0.045 0.955 
  left son=110 (2 obs) right son=111 (108 obs)
  Primary splits:
      c15 < 4589.658 to the right, improve=3.7121210, (0 missing)
      c13 < 4262.268 to the right, improve=2.3803460, (0 missing)
      c6  < 4316.56  to the left,  improve=1.8390330, (0 missing)
      c8  < 4028.06  to the left,  improve=1.8390330, (0 missing)
      c1  < 4250.18  to the right, improve=0.9597474, (0 missing)

Node number 56: 2434 observations,    complexity param=0.004169326
  predicted class=open    expected loss=0.4309778  P(node) =0.2325848
    class counts:  1049  1385
   probabilities: 0.431 0.569 
  left son=112 (96 obs) right son=113 (2338 obs)
  Primary splits:
      c8  < 4095.243 to the right, improve=32.35916, (0 missing)
      c1  < 4311.465 to the right, improve=28.36379, (0 missing)
      c3  < 3971.285 to the left,  improve=25.04591, (0 missing)
      c5  < 4111.77  to the left,  improve=21.12839, (0 missing)
      c15 < 4589.581 to the left,  improve=19.84695, (0 missing)
  Surrogate splits:
      c5  < 4078.962 to the left,  agree=0.962, adj=0.031, (0 split)
      c13 < 4304.789 to the right, agree=0.962, adj=0.031, (0 split)
      c3  < 3933.978 to the left,  agree=0.961, adj=0.010, (0 split)

Node number 57: 130 observations,    complexity param=0.0008508828
  predicted class=open    expected loss=0.05384615  P(node) =0.01242236
    class counts:     7   123
   probabilities: 0.054 0.946 
  left son=114 (6 obs) right son=115 (124 obs)
  Primary splits:
      c8 < 4063.884 to the left,  improve=7.644003, (0 missing)
      c7 < 4206.762 to the left,  improve=5.790154, (0 missing)
      c3 < 3991.773 to the left,  improve=4.000122, (0 missing)
      c5 < 4100.469 to the left,  improve=4.000122, (0 missing)
      c6 < 4313.507 to the left,  improve=4.000122, (0 missing)
  Surrogate splits:
      c3  < 3987.697 to the left,  agree=0.977, adj=0.500, (0 split)
      c7  < 4203.336 to the left,  agree=0.977, adj=0.500, (0 split)
      c10 < 4582.203 to the left,  agree=0.969, adj=0.333, (0 split)

Node number 58: 113 observations,    complexity param=0.001808126
  predicted class=open    expected loss=0.4513274  P(node) =0.0107979
    class counts:    51    62
   probabilities: 0.451 0.549 
  left son=116 (53 obs) right son=117 (60 obs)
  Primary splits:
      c8  < 4069.618 to the left,  improve=8.724350, (0 missing)
      c11 < 4160.154 to the left,  improve=6.538448, (0 missing)
      c5  < 4081.347 to the left,  improve=5.183649, (0 missing)
      c2  < 4254.049 to the left,  improve=4.456023, (0 missing)
      c10 < 4595.544 to the left,  improve=4.205418, (0 missing)
  Surrogate splits:
      c16 < 4314.007 to the right, agree=0.708, adj=0.377, (0 split)
      c15 < 4556.831 to the right, agree=0.681, adj=0.321, (0 split)
      c1  < 4246.177 to the right, agree=0.673, adj=0.302, (0 split)
      c9  < 4183.972 to the left,  agree=0.628, adj=0.208, (0 split)
      c10 < 4610.813 to the right, agree=0.619, adj=0.189, (0 split)

Node number 59: 621 observations,    complexity param=0.001382685
  predicted class=open    expected loss=0.1755233  P(node) =0.05934066
    class counts:   109   512
   probabilities: 0.176 0.824 
  left son=118 (122 obs) right son=119 (499 obs)
  Primary splits:
      c15 < 4543.619 to the left,  improve=7.826353, (0 missing)
      c5  < 4089.252 to the left,  improve=4.756476, (0 missing)
      c11 < 4171.693 to the left,  improve=4.723772, (0 missing)
      c8  < 4111.529 to the right, improve=4.098369, (0 missing)
      c2  < 4259.112 to the right, improve=4.056493, (0 missing)
  Surrogate splits:
      c11 < 4153.845 to the left,  agree=0.926, adj=0.623, (0 split)
      c16 < 4275.521 to the left,  agree=0.921, adj=0.598, (0 split)
      c1  < 4242.637 to the left,  agree=0.871, adj=0.344, (0 split)
      c13 < 4236.559 to the left,  agree=0.858, adj=0.279, (0 split)
      c7  < 4189.512 to the left,  agree=0.855, adj=0.262, (0 split)

Node number 60: 62 observations,    complexity param=0.0004254414
  predicted class=closed  expected loss=0.1612903  P(node) =0.00592451
    class counts:    52    10
   probabilities: 0.839 0.161 
  left son=120 (41 obs) right son=121 (21 obs)
  Primary splits:
      c4 < 4638.774 to the left,  improve=3.064554, (0 missing)
      c8 < 4112.259 to the right, improve=3.024194, (0 missing)
      c1 < 4319.07  to the left,  improve=2.963849, (0 missing)
      c5 < 4165.87  to the left,  improve=2.907527, (0 missing)
      c6 < 4395.169 to the left,  improve=2.907527, (0 missing)
  Surrogate splits:
      c5  < 4136.864 to the left,  agree=0.887, adj=0.667, (0 split)
      c2  < 4272.796 to the left,  agree=0.855, adj=0.571, (0 split)
      c6  < 4362.173 to the left,  agree=0.839, adj=0.524, (0 split)
      c10 < 4641.828 to the left,  agree=0.790, adj=0.381, (0 split)
      c3  < 4040.443 to the left,  agree=0.774, adj=0.333, (0 split)

Node number 61: 20 observations,    complexity param=0.0006381621
  predicted class=open    expected loss=0.3  P(node) =0.001911132
    class counts:     6    14
   probabilities: 0.300 0.700 
  left son=122 (3 obs) right son=123 (17 obs)
  Primary splits:
      c4  < 4624.542 to the left,  improve=3.458824, (0 missing)
      c9  < 4216.474 to the right, improve=3.458824, (0 missing)
      c11 < 4169.931 to the left,  improve=3.458824, (0 missing)
      c15 < 4549.848 to the left,  improve=3.333333, (0 missing)
      c3  < 4022.305 to the right, improve=2.816667, (0 missing)
  Surrogate splits:
      c2 < 4259.285 to the right, agree=0.95, adj=0.667, (0 split)
      c3 < 4036.137 to the right, agree=0.95, adj=0.667, (0 split)
      c9 < 4216.474 to the right, agree=0.90, adj=0.333, (0 split)

Node number 62: 680 observations,    complexity param=0.001223144
  predicted class=open    expected loss=0.2911765  P(node) =0.0649785
    class counts:   198   482
   probabilities: 0.291 0.709 
  left son=124 (388 obs) right son=125 (292 obs)
  Primary splits:
      c4  < 4633.427 to the left,  improve=12.310130, (0 missing)
      c16 < 4327.17  to the right, improve=11.806820, (0 missing)
      c7  < 4249.237 to the right, improve=11.454330, (0 missing)
      c10 < 4627.795 to the left,  improve=10.032690, (0 missing)
      c6  < 4356.662 to the left,  improve= 8.295211, (0 missing)
  Surrogate splits:
      c6  < 4356.82  to the left,  agree=0.757, adj=0.435, (0 split)
      c10 < 4633.251 to the left,  agree=0.719, adj=0.346, (0 split)
      c5  < 4139.501 to the left,  agree=0.691, adj=0.281, (0 split)
      c3  < 4026.634 to the left,  agree=0.687, adj=0.271, (0 split)
      c2  < 4272.727 to the left,  agree=0.656, adj=0.199, (0 split)

Node number 63: 918 observations,    complexity param=0.001063603
  predicted class=open    expected loss=0.1328976  P(node) =0.08772097
    class counts:   122   796
   probabilities: 0.133 0.867 
  left son=126 (197 obs) right son=127 (721 obs)
  Primary splits:
      c15 < 4589.173 to the left,  improve=9.297409, (0 missing)
      c4  < 4632.535 to the left,  improve=4.945902, (0 missing)
      c2  < 4278.419 to the right, improve=4.807492, (0 missing)
      c3  < 4042.94  to the left,  improve=3.729664, (0 missing)
      c13 < 4258.663 to the left,  improve=2.898000, (0 missing)
  Surrogate splits:
      c16 < 4321.541 to the left,  agree=0.854, adj=0.320, (0 split)
      c1  < 4262.016 to the left,  agree=0.838, adj=0.244, (0 split)
      c13 < 4257.614 to the left,  agree=0.824, adj=0.178, (0 split)
      c11 < 4182.509 to the left,  agree=0.822, adj=0.173, (0 split)
      c7  < 4215.561 to the left,  agree=0.808, adj=0.107, (0 split)

Node number 64: 317 observations,    complexity param=0.0001701766
  predicted class=closed  expected loss=0.03154574  P(node) =0.03029145
    class counts:   307    10
   probabilities: 0.968 0.032 
  left son=128 (264 obs) right son=129 (53 obs)
  Primary splits:
      c8  < 4073.472 to the right, improve=0.8487879, (0 missing)
      c12 < 4248.444 to the left,  improve=0.6405435, (0 missing)
      c1  < 4330.902 to the right, improve=0.5525171, (0 missing)
      c2  < 4266.739 to the left,  improve=0.5293850, (0 missing)
      c16 < 4407.457 to the right, improve=0.5119423, (0 missing)
  Surrogate splits:
      c10 < 4602.316 to the right, agree=0.864, adj=0.189, (0 split)
      c9  < 4174.743 to the right, agree=0.842, adj=0.057, (0 split)
      c5  < 4140.376 to the left,  agree=0.839, adj=0.038, (0 split)
      c15 < 4598.923 to the right, agree=0.839, adj=0.038, (0 split)
      c4  < 4579.214 to the right, agree=0.836, adj=0.019, (0 split)

Node number 65: 2 observations,    complexity param=0.0001701766
  predicted class=closed  expected loss=0.5  P(node) =0.0001911132
    class counts:     1     1
   probabilities: 0.500 0.500 
  left son=130 (1 obs) right son=131 (1 obs)
  Primary splits:
      c1 < 4321.869 to the right, improve=1, (0 missing)
      c2 < 4277.717 to the right, improve=1, (0 missing)
      c3 < 3983.904 to the left,  improve=1, (0 missing)
      c4 < 4613.625 to the right, improve=1, (0 missing)
      c5 < 4149.646 to the right, improve=1, (0 missing)

Node number 66: 75 observations,    complexity param=0.0004254414
  predicted class=closed  expected loss=0.06666667  P(node) =0.007166746
    class counts:    70     5
   probabilities: 0.933 0.067 
  left son=132 (67 obs) right son=133 (8 obs)
  Primary splits:
      c3  < 3983.336 to the left,  improve=3.3631840, (0 missing)
      c8  < 4059.607 to the right, improve=2.4492750, (0 missing)
      c13 < 4284.364 to the left,  improve=1.7657660, (0 missing)
      c11 < 4197.389 to the left,  improve=0.8039216, (0 missing)
      c4  < 4638.093 to the left,  improve=0.7716895, (0 missing)
  Surrogate splits:
      c4 < 4638.093 to the left,  agree=0.920, adj=0.250, (0 split)
      c7 < 4250.649 to the left,  agree=0.907, adj=0.125, (0 split)

Node number 67: 25 observations,    complexity param=0.0004254414
  predicted class=closed  expected loss=0.48  P(node) =0.002388915
    class counts:    13    12
   probabilities: 0.520 0.480 
  left son=134 (9 obs) right son=135 (16 obs)
  Primary splits:
      c15 < 4634.608 to the left,  improve=3.827222, (0 missing)
      c6  < 4340.742 to the right, improve=3.637895, (0 missing)
      c8  < 4082.347 to the right, improve=2.613333, (0 missing)
      c16 < 4384.466 to the right, improve=2.493889, (0 missing)
      c11 < 4221.926 to the left,  improve=2.441538, (0 missing)
  Surrogate splits:
      c3  < 3980.721 to the right, agree=0.88, adj=0.667, (0 split)
      c11 < 4216.187 to the left,  agree=0.88, adj=0.667, (0 split)
      c5  < 4110.44  to the right, agree=0.76, adj=0.333, (0 split)
      c8  < 4084.568 to the right, agree=0.76, adj=0.333, (0 split)
      c10 < 4622.062 to the left,  agree=0.76, adj=0.333, (0 split)

Node number 76: 18 observations
  predicted class=closed  expected loss=0  P(node) =0.001720019
    class counts:    18     0
   probabilities: 1.000 0.000 

Node number 77: 3 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.3333333  P(node) =0.0002866699
    class counts:     1     2
   probabilities: 0.333 0.667 
  left son=154 (1 obs) right son=155 (2 obs)
  Primary splits:
      c3 < 3985.256 to the right, improve=1.333333, (0 missing)
      c4 < 4630.797 to the right, improve=1.333333, (0 missing)
      c5 < 4109.928 to the right, improve=1.333333, (0 missing)
      c6 < 4342.727 to the right, improve=1.333333, (0 missing)
      c7 < 4230.304 to the left,  improve=1.333333, (0 missing)

Node number 78: 20 observations,    complexity param=0.001063603
  predicted class=closed  expected loss=0.45  P(node) =0.001911132
    class counts:    11     9
   probabilities: 0.550 0.450 
  left son=156 (10 obs) right son=157 (10 obs)
  Primary splits:
      c6 < 4333.754 to the left,  improve=8.100000, (0 missing)
      c5 < 4118.327 to the left,  improve=8.066667, (0 missing)
      c3 < 3980.852 to the left,  improve=3.471429, (0 missing)
      c4 < 4630.344 to the left,  improve=3.025000, (0 missing)
      c8 < 4076.456 to the left,  improve=2.519048, (0 missing)
  Surrogate splits:
      c5  < 4115.093 to the left,  agree=0.90, adj=0.8, (0 split)
      c3  < 3980.852 to the left,  agree=0.80, adj=0.6, (0 split)
      c15 < 4609.035 to the left,  agree=0.80, adj=0.6, (0 split)
      c2  < 4266.403 to the right, agree=0.75, adj=0.5, (0 split)
      c4  < 4615.175 to the left,  agree=0.75, adj=0.5, (0 split)

Node number 79: 45 observations,    complexity param=0.0003545345
  predicted class=open    expected loss=0.1333333  P(node) =0.004300048
    class counts:     6    39
   probabilities: 0.133 0.867 
  left son=158 (19 obs) right son=159 (26 obs)
  Primary splits:
      c6  < 4335.025 to the right, improve=2.189474, (0 missing)
      c1  < 4274.283 to the left,  improve=1.536364, (0 missing)
      c7  < 4267.092 to the right, improve=1.536364, (0 missing)
      c13 < 4303.736 to the right, improve=1.536364, (0 missing)
      c8  < 4084.02  to the right, improve=1.445113, (0 missing)
  Surrogate splits:
      c8 < 4052.022 to the left,  agree=0.689, adj=0.263, (0 split)
      c4 < 4622.836 to the right, agree=0.667, adj=0.211, (0 split)
      c5 < 4105.382 to the right, agree=0.667, adj=0.211, (0 split)
      c3 < 3952.51  to the left,  agree=0.644, adj=0.158, (0 split)
      c7 < 4231.388 to the left,  agree=0.644, adj=0.158, (0 split)

Node number 80: 426 observations,    complexity param=0.0007799759
  predicted class=closed  expected loss=0.0915493  P(node) =0.04070712
    class counts:   387    39
   probabilities: 0.908 0.092 
  left son=160 (340 obs) right son=161 (86 obs)
  Primary splits:
      c8  < 4099.521 to the right, improve=7.578033, (0 missing)
      c15 < 4614.432 to the right, improve=3.325547, (0 missing)
      c9  < 4224.093 to the right, improve=2.977279, (0 missing)
      c4  < 4639.66  to the left,  improve=2.663579, (0 missing)
      c5  < 4164.174 to the left,  improve=2.383007, (0 missing)
  Surrogate splits:
      c16 < 4430.391 to the left,  agree=0.810, adj=0.058, (0 split)
      c1  < 4375.533 to the left,  agree=0.805, adj=0.035, (0 split)
      c2  < 4251.988 to the right, agree=0.803, adj=0.023, (0 split)
      c3  < 3989.038 to the right, agree=0.803, adj=0.023, (0 split)
      c6  < 4320.168 to the right, agree=0.803, adj=0.023, (0 split)

Node number 81: 230 observations,    complexity param=0.005318017
  predicted class=closed  expected loss=0.3608696  P(node) =0.02197802
    class counts:   147    83
   probabilities: 0.639 0.361 
  left son=162 (170 obs) right son=163 (60 obs)
  Primary splits:
      c6  < 4385.671 to the right, improve=59.58193, (0 missing)
      c8  < 4122.801 to the right, improve=51.74732, (0 missing)
      c5  < 4167.425 to the right, improve=43.76157, (0 missing)
      c1  < 4366.645 to the right, improve=36.50198, (0 missing)
      c16 < 4420.799 to the right, improve=23.36463, (0 missing)
  Surrogate splits:
      c5  < 4163.41  to the right, agree=0.922, adj=0.700, (0 split)
      c8  < 4115.59  to the right, agree=0.891, adj=0.583, (0 split)
      c9  < 4237.71  to the right, agree=0.865, adj=0.483, (0 split)
      c13 < 4318.75  to the right, agree=0.852, adj=0.433, (0 split)
      c1  < 4351.178 to the right, agree=0.843, adj=0.400, (0 split)

Node number 82: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 83: 20 observations
  predicted class=open    expected loss=0  P(node) =0.001911132
    class counts:     0    20
   probabilities: 0.000 1.000 

Node number 86: 6 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.3333333  P(node) =0.0005733397
    class counts:     2     4
   probabilities: 0.333 0.667 
  left son=172 (2 obs) right son=173 (4 obs)
  Primary splits:
      c2  < 4352.391 to the right, improve=2.666667, (0 missing)
      c3  < 4075.281 to the right, improve=2.666667, (0 missing)
      c5  < 4203.042 to the right, improve=2.666667, (0 missing)
      c11 < 4295.449 to the left,  improve=2.666667, (0 missing)
      c16 < 4451.13  to the right, improve=2.666667, (0 missing)
  Surrogate splits:
      c3  < 4075.281 to the right, agree=1.000, adj=1.0, (0 split)
      c5  < 4203.042 to the right, agree=1.000, adj=1.0, (0 split)
      c11 < 4295.449 to the left,  agree=1.000, adj=1.0, (0 split)
      c16 < 4451.13  to the right, agree=1.000, adj=1.0, (0 split)
      c1  < 4384.074 to the right, agree=0.833, adj=0.5, (0 split)

Node number 87: 60 observations
  predicted class=open    expected loss=0  P(node) =0.005733397
    class counts:     0    60
   probabilities: 0.000 1.000 

Node number 88: 585 observations,    complexity param=0.003616252
  predicted class=closed  expected loss=0.3076923  P(node) =0.05590062
    class counts:   405   180
   probabilities: 0.692 0.308 
  left son=176 (556 obs) right son=177 (29 obs)
  Primary splits:
      c4 < 4588.365 to the right, improve=14.379000, (0 missing)
      c8 < 4081.884 to the left,  improve=10.314450, (0 missing)
      c1 < 4332.701 to the right, improve= 5.987526, (0 missing)
      c6 < 4338.831 to the left,  improve= 5.418407, (0 missing)
      c2 < 4264.885 to the right, improve= 5.206511, (0 missing)

Node number 89: 265 observations,    complexity param=0.004892576
  predicted class=open    expected loss=0.4264151  P(node) =0.0253225
    class counts:   113   152
   probabilities: 0.426 0.574 
  left son=178 (53 obs) right son=179 (212 obs)
  Primary splits:
      c7  < 4246.017 to the right, improve=11.186790, (0 missing)
      c6  < 4342.97  to the right, improve= 8.421153, (0 missing)
      c15 < 4694.008 to the left,  improve= 8.243522, (0 missing)
      c4  < 4612.196 to the right, improve= 7.953213, (0 missing)
      c8  < 4065.11  to the left,  improve= 6.283587, (0 missing)
  Surrogate splits:
      c11 < 4247.397 to the right, agree=0.830, adj=0.151, (0 split)
      c16 < 4472.922 to the right, agree=0.830, adj=0.151, (0 split)
      c13 < 4312.918 to the right, agree=0.826, adj=0.132, (0 split)
      c15 < 4760.017 to the right, agree=0.826, adj=0.132, (0 split)
      c1  < 4451.992 to the right, agree=0.823, adj=0.113, (0 split)

Node number 90: 138 observations,    complexity param=0.0009217897
  predicted class=closed  expected loss=0.2536232  P(node) =0.01318681
    class counts:   103    35
   probabilities: 0.746 0.254 
  left son=180 (86 obs) right son=181 (52 obs)
  Primary splits:
      c3 < 4027.264 to the left,  improve=11.773210, (0 missing)
      c6 < 4341.821 to the right, improve= 8.122365, (0 missing)
      c8 < 4078.003 to the right, improve= 7.921850, (0 missing)
      c7 < 4248.168 to the right, improve= 4.976932, (0 missing)
      c5 < 4103.828 to the right, improve= 3.416747, (0 missing)
  Surrogate splits:
      c5 < 4141.517 to the left,  agree=0.754, adj=0.346, (0 split)
      c8 < 4077.43  to the right, agree=0.739, adj=0.308, (0 split)
      c7 < 4239.415 to the right, agree=0.725, adj=0.269, (0 split)
      c1 < 4398.976 to the left,  agree=0.717, adj=0.250, (0 split)
      c9 < 4202.602 to the right, agree=0.710, adj=0.231, (0 split)

Node number 91: 1132 observations,    complexity param=0.003332624
  predicted class=open    expected loss=0.3639576  P(node) =0.1081701
    class counts:   412   720
   probabilities: 0.364 0.636 
  left son=182 (873 obs) right son=183 (259 obs)
  Primary splits:
      c2  < 4261.615 to the right, improve=17.05008, (0 missing)
      c4  < 4626.404 to the left,  improve=15.55579, (0 missing)
      c10 < 4607.913 to the right, improve=13.68200, (0 missing)
      c13 < 4295.7   to the left,  improve=12.27589, (0 missing)
      c5  < 4133.045 to the right, improve=11.03329, (0 missing)
  Surrogate splits:
      c1  < 4284.076 to the right, agree=0.776, adj=0.019, (0 split)
      c6  < 4314.847 to the right, agree=0.773, adj=0.008, (0 split)
      c10 < 4584.947 to the right, agree=0.772, adj=0.004, (0 split)

Node number 92: 31 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.06451613  P(node) =0.002962255
    class counts:    29     2
   probabilities: 0.935 0.065 
  left son=184 (30 obs) right son=185 (1 obs)
  Primary splits:
      c1  < 4327.218 to the right, improve=1.808602, (0 missing)
      c5  < 4139.004 to the right, improve=1.808602, (0 missing)
      c6  < 4373.32  to the left,  improve=1.808602, (0 missing)
      c8  < 4090.45  to the left,  improve=1.808602, (0 missing)
      c10 < 4622.119 to the left,  improve=1.808602, (0 missing)

Node number 93: 4 observations
  predicted class=open    expected loss=0  P(node) =0.0003822265
    class counts:     0     4
   probabilities: 0.000 1.000 

Node number 94: 135 observations,    complexity param=0.001347231
  predicted class=open    expected loss=0.2666667  P(node) =0.01290014
    class counts:    36    99
   probabilities: 0.267 0.733 
  left son=188 (40 obs) right son=189 (95 obs)
  Primary splits:
      c3  < 4105.499 to the right, improve=9.126316, (0 missing)
      c7  < 4220.66  to the left,  improve=8.859524, (0 missing)
      c2  < 4310.587 to the right, improve=7.350000, (0 missing)
      c6  < 4342.842 to the right, improve=6.336264, (0 missing)
      c16 < 4479.647 to the left,  improve=5.252830, (0 missing)
  Surrogate splits:
      c1  < 4449.163 to the right, agree=0.785, adj=0.275, (0 split)
      c5  < 4179.895 to the right, agree=0.741, adj=0.125, (0 split)
      c16 < 4477.519 to the right, agree=0.741, adj=0.125, (0 split)
      c2  < 4307.727 to the right, agree=0.733, adj=0.100, (0 split)
      c11 < 4249.863 to the right, agree=0.733, adj=0.100, (0 split)

Node number 95: 196 observations,    complexity param=0.0002836276
  predicted class=open    expected loss=0.06632653  P(node) =0.0187291
    class counts:    13   183
   probabilities: 0.066 0.934 
  left son=190 (1 obs) right son=191 (195 obs)
  Primary splits:
      c8  < 4094.375 to the right, improve=1.7524330, (0 missing)
      c4  < 4637.748 to the right, improve=1.5893400, (0 missing)
      c15 < 4627.512 to the left,  improve=1.2548500, (0 missing)
      c6  < 4337.394 to the right, improve=1.0234780, (0 missing)
      c10 < 4612.097 to the left,  improve=0.8482792, (0 missing)

Node number 96: 381 observations,    complexity param=0.0003722612
  predicted class=closed  expected loss=0.1076115  P(node) =0.03640707
    class counts:   340    41
   probabilities: 0.892 0.108 
  left son=192 (230 obs) right son=193 (151 obs)
  Primary splits:
      c13 < 4271.048 to the right, improve=3.567100, (0 missing)
      c11 < 4187.362 to the right, improve=3.378864, (0 missing)
      c7  < 4225.175 to the left,  improve=2.398301, (0 missing)
      c3  < 4028.042 to the left,  improve=1.469207, (0 missing)
      c10 < 4589.969 to the left,  improve=1.152114, (0 missing)
  Surrogate splits:
      c5  < 4097.71  to the right, agree=0.659, adj=0.139, (0 split)
      c11 < 4189.426 to the right, agree=0.648, adj=0.113, (0 split)
      c2  < 4245.225 to the right, agree=0.630, adj=0.066, (0 split)
      c7  < 4201.641 to the right, agree=0.630, adj=0.066, (0 split)
      c15 < 4581.606 to the right, agree=0.627, adj=0.060, (0 split)

Node number 97: 4 observations
  predicted class=open    expected loss=0  P(node) =0.0003822265
    class counts:     0     4
   probabilities: 0.000 1.000 

Node number 98: 204 observations,    complexity param=0.0007799759
  predicted class=closed  expected loss=0.254902  P(node) =0.01949355
    class counts:   152    52
   probabilities: 0.745 0.255 
  left son=196 (120 obs) right son=197 (84 obs)
  Primary splits:
      c3  < 3997.313 to the right, improve=4.537815, (0 missing)
      c9  < 4182.287 to the left,  improve=3.118443, (0 missing)
      c15 < 4609.482 to the right, improve=2.822318, (0 missing)
      c1  < 4286.02  to the right, improve=2.672547, (0 missing)
      c4  < 4608.482 to the right, improve=2.242671, (0 missing)
  Surrogate splits:
      c10 < 4617.631 to the left,  agree=0.681, adj=0.226, (0 split)
      c2  < 4250.137 to the right, agree=0.672, adj=0.202, (0 split)
      c1  < 4280.633 to the right, agree=0.667, adj=0.190, (0 split)
      c15 < 4586.957 to the right, agree=0.667, adj=0.190, (0 split)
      c6  < 4329.327 to the right, agree=0.662, adj=0.179, (0 split)

Node number 99: 9 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.1111111  P(node) =0.0008600096
    class counts:     1     8
   probabilities: 0.111 0.889 
  left son=198 (1 obs) right son=199 (8 obs)
  Primary splits:
      c4 < 4612.43  to the right, improve=1.777778, (0 missing)
      c5 < 4131.577 to the right, improve=1.777778, (0 missing)
      c6 < 4340.602 to the right, improve=1.777778, (0 missing)
      c7 < 4235.817 to the right, improve=1.777778, (0 missing)
      c9 < 4201.68  to the right, improve=1.777778, (0 missing)

Node number 100: 202 observations,    complexity param=0.0005672552
  predicted class=closed  expected loss=0.2277228  P(node) =0.01930244
    class counts:   156    46
   probabilities: 0.772 0.228 
  left son=200 (71 obs) right son=201 (131 obs)
  Primary splits:
      c8  < 4045.3   to the left,  improve=6.431507, (0 missing)
      c15 < 4619.649 to the right, improve=6.004919, (0 missing)
      c2  < 4276.587 to the left,  improve=3.894935, (0 missing)
      c1  < 4295.546 to the left,  improve=3.188185, (0 missing)
      c10 < 4605.099 to the left,  improve=2.516833, (0 missing)
  Surrogate splits:
      c15 < 4612.915 to the right, agree=0.713, adj=0.183, (0 split)
      c16 < 4324.379 to the left,  agree=0.668, adj=0.056, (0 split)
      c1  < 4288.481 to the left,  agree=0.663, adj=0.042, (0 split)
      c6  < 4324.031 to the left,  agree=0.663, adj=0.042, (0 split)
      c4  < 4613.966 to the left,  agree=0.658, adj=0.028, (0 split)

Node number 101: 13 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.07692308  P(node) =0.001242236
    class counts:     1    12
   probabilities: 0.077 0.923 
  left son=202 (1 obs) right son=203 (12 obs)
  Primary splits:
      c3  < 4000.175 to the left,  improve=1.8461540, (0 missing)
      c10 < 4618.646 to the right, improve=1.8461540, (0 missing)
      c1  < 4292.819 to the left,  improve=0.8461538, (0 missing)
      c7  < 4217.948 to the left,  improve=0.8461538, (0 missing)
      c9  < 4200.034 to the right, improve=0.8461538, (0 missing)

Node number 102: 24 observations,    complexity param=0.0006381621
  predicted class=closed  expected loss=0.2916667  P(node) =0.002293359
    class counts:    17     7
   probabilities: 0.708 0.292 
  left son=204 (11 obs) right son=205 (13 obs)
  Primary splits:
      c12 < 4227.434 to the left,  improve=3.455128, (0 missing)
      c4  < 4623.514 to the left,  improve=2.250000, (0 missing)
      c15 < 4607.326 to the left,  improve=2.189394, (0 missing)
      c13 < 4278.004 to the right, improve=2.041667, (0 missing)
      c9  < 4215.881 to the right, improve=1.681373, (0 missing)
  Surrogate splits:
      c15 < 4591.099 to the left,  agree=0.833, adj=0.636, (0 split)
      c16 < 4344.181 to the left,  agree=0.833, adj=0.636, (0 split)
      c1  < 4280.88  to the left,  agree=0.750, adj=0.455, (0 split)
      c3  < 3990.441 to the left,  agree=0.708, adj=0.364, (0 split)
      c7  < 4226.308 to the left,  agree=0.708, adj=0.364, (0 split)

Node number 103: 182 observations,    complexity param=0.001276324
  predicted class=open    expected loss=0.2857143  P(node) =0.0173913
    class counts:    52   130
   probabilities: 0.286 0.714 
  left son=206 (8 obs) right son=207 (174 obs)
  Primary splits:
      c8  < 4038.874 to the left,  improve=5.811576, (0 missing)
      c16 < 4334.243 to the left,  improve=5.438856, (0 missing)
      c4  < 4624.573 to the left,  improve=4.755411, (0 missing)
      c11 < 4199.874 to the left,  improve=4.180323, (0 missing)
      c15 < 4575.957 to the left,  improve=3.721320, (0 missing)

Node number 104: 86 observations,    complexity param=0.000319081
  predicted class=closed  expected loss=0.04651163  P(node) =0.008217869
    class counts:    82     4
   probabilities: 0.953 0.047 
  left son=208 (81 obs) right son=209 (5 obs)
  Primary splits:
      c8  < 4053.16  to the left,  improve=3.252598, (0 missing)
      c7  < 4240.252 to the left,  improve=2.390959, (0 missing)
      c2  < 4269.867 to the left,  improve=1.839672, (0 missing)
      c10 < 4624.686 to the left,  improve=1.839672, (0 missing)
      c11 < 4171.605 to the right, improve=1.839672, (0 missing)
  Surrogate splits:
      c7 < 4240.252 to the left,  agree=0.953, adj=0.2, (0 split)

Node number 105: 10 observations,    complexity param=0.0006381621
  predicted class=open    expected loss=0.4  P(node) =0.0009555662
    class counts:     4     6
   probabilities: 0.400 0.600 
  left son=210 (4 obs) right son=211 (6 obs)
  Primary splits:
      c7  < 4225.607 to the left,  improve=4.800000, (0 missing)
      c3  < 4007.173 to the right, improve=3.200000, (0 missing)
      c12 < 4220.258 to the left,  improve=3.085714, (0 missing)
      c15 < 4608.776 to the right, improve=3.085714, (0 missing)
      c1  < 4306.347 to the right, improve=1.800000, (0 missing)
  Surrogate splits:
      c3  < 4007.173 to the right, agree=0.9, adj=0.75, (0 split)
      c12 < 4220.258 to the left,  agree=0.9, adj=0.75, (0 split)
      c15 < 4608.776 to the right, agree=0.9, adj=0.75, (0 split)
      c1  < 4293.638 to the right, agree=0.8, adj=0.50, (0 split)
      c4  < 4611.594 to the left,  agree=0.8, adj=0.50, (0 split)

Node number 108: 246 observations,    complexity param=0.002623555
  predicted class=closed  expected loss=0.4756098  P(node) =0.02350693
    class counts:   129   117
   probabilities: 0.524 0.476 
  left son=216 (65 obs) right son=217 (181 obs)
  Primary splits:
      c6 < 4327.529 to the left,  improve=11.964610, (0 missing)
      c7 < 4207.531 to the left,  improve= 9.900499, (0 missing)
      c2 < 4261.245 to the left,  improve= 7.723214, (0 missing)
      c8 < 4050.174 to the left,  improve= 6.214245, (0 missing)
      c4 < 4607.594 to the left,  improve= 5.244082, (0 missing)
  Surrogate splits:
      c10 < 4580.915 to the left,  agree=0.756, adj=0.077, (0 split)
      c7  < 4194.491 to the left,  agree=0.752, adj=0.062, (0 split)
      c4  < 4586.59  to the left,  agree=0.748, adj=0.046, (0 split)
      c1  < 4303.943 to the right, agree=0.744, adj=0.031, (0 split)
      c9  < 4167.551 to the left,  agree=0.744, adj=0.031, (0 split)

Node number 109: 222 observations,    complexity param=0.0009572431
  predicted class=open    expected loss=0.2117117  P(node) =0.02121357
    class counts:    47   175
   probabilities: 0.212 0.788 
  left son=218 (96 obs) right son=219 (126 obs)
  Primary splits:
      c16 < 4337.241 to the left,  improve=7.905647, (0 missing)
      c10 < 4625.181 to the right, improve=7.302370, (0 missing)
      c7  < 4206.678 to the left,  improve=6.834937, (0 missing)
      c15 < 4570.128 to the left,  improve=5.355140, (0 missing)
      c9  < 4201.076 to the right, improve=5.005745, (0 missing)
  Surrogate splits:
      c1  < 4271.717 to the left,  agree=0.739, adj=0.396, (0 split)
      c15 < 4577.536 to the left,  agree=0.694, adj=0.292, (0 split)
      c2  < 4245.669 to the left,  agree=0.662, adj=0.219, (0 split)
      c7  < 4219.541 to the left,  agree=0.662, adj=0.219, (0 split)
      c11 < 4182.378 to the left,  agree=0.644, adj=0.177, (0 split)

Node number 110: 2 observations
  predicted class=closed  expected loss=0  P(node) =0.0001911132
    class counts:     2     0
   probabilities: 1.000 0.000 

Node number 111: 108 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.02777778  P(node) =0.01032011
    class counts:     3   105
   probabilities: 0.028 0.972 
  left son=222 (1 obs) right son=223 (107 obs)
  Primary splits:
      c13 < 4263.635 to the right, improve=1.9081000, (0 missing)
      c1  < 4266.995 to the right, improve=0.9088050, (0 missing)
      c8  < 4054.098 to the right, improve=0.9088050, (0 missing)
      c4  < 4621.229 to the right, improve=0.3550725, (0 missing)
      c10 < 4587.523 to the left,  improve=0.2768579, (0 missing)

Node number 112: 96 observations,    complexity param=0.0008508828
  predicted class=closed  expected loss=0.1666667  P(node) =0.009173435
    class counts:    80    16
   probabilities: 0.833 0.167 
  left son=224 (52 obs) right son=225 (44 obs)
  Primary splits:
      c5  < 4114.61  to the left,  improve=4.932401, (0 missing)
      c6  < 4344.84  to the left,  improve=4.609524, (0 missing)
      c3  < 4013.974 to the left,  improve=4.148148, (0 missing)
      c10 < 4606.408 to the right, improve=3.642276, (0 missing)
      c15 < 4600.546 to the right, improve=2.992823, (0 missing)
  Surrogate splits:
      c1 < 4295.333 to the left,  agree=0.771, adj=0.500, (0 split)
      c3 < 4010.764 to the left,  agree=0.771, adj=0.500, (0 split)
      c2 < 4261.553 to the left,  agree=0.708, adj=0.364, (0 split)
      c7 < 4236.219 to the left,  agree=0.688, adj=0.318, (0 split)
      c4 < 4618.87  to the left,  agree=0.677, adj=0.295, (0 split)

Node number 113: 2338 observations,    complexity param=0.004169326
  predicted class=open    expected loss=0.4144568  P(node) =0.2234114
    class counts:   969  1369
   probabilities: 0.414 0.586 
  left son=226 (98 obs) right son=227 (2240 obs)
  Primary splits:
      c1  < 4311.465 to the right, improve=26.66831, (0 missing)
      c3  < 3971.285 to the left,  improve=24.00904, (0 missing)
      c15 < 4589.581 to the left,  improve=22.99162, (0 missing)
      c4  < 4606.945 to the left,  improve=21.68881, (0 missing)
      c2  < 4244.287 to the left,  improve=17.77910, (0 missing)
  Surrogate splits:
      c2  < 4285.311 to the right, agree=0.962, adj=0.092, (0 split)
      c5  < 4157.835 to the right, agree=0.961, adj=0.061, (0 split)
      c7  < 4188.836 to the left,  agree=0.959, adj=0.031, (0 split)
      c15 < 4549.664 to the left,  agree=0.959, adj=0.031, (0 split)
      c3  < 4068.432 to the right, agree=0.959, adj=0.010, (0 split)

Node number 114: 6 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.1666667  P(node) =0.0005733397
    class counts:     5     1
   probabilities: 0.833 0.167 
  left son=228 (5 obs) right son=229 (1 obs)
  Primary splits:
      c2  < 4264.93  to the left,  improve=1.666667, (0 missing)
      c4  < 4589.482 to the left,  improve=1.666667, (0 missing)
      c7  < 4235.441 to the left,  improve=1.666667, (0 missing)
      c10 < 4600.697 to the left,  improve=1.666667, (0 missing)
      c11 < 4188.135 to the left,  improve=1.666667, (0 missing)

Node number 115: 124 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.01612903  P(node) =0.01184902
    class counts:     2   122
   probabilities: 0.016 0.984 
  left son=230 (1 obs) right son=231 (123 obs)
  Primary splits:
      c3  < 3991.773 to the left,  improve=1.9517440, (0 missing)
      c5  < 4095.353 to the left,  improve=1.9517440, (0 missing)
      c6  < 4312.989 to the left,  improve=0.9518773, (0 missing)
      c7  < 4206.762 to the left,  improve=0.9518773, (0 missing)
      c13 < 4272.496 to the left,  improve=0.1460102, (0 missing)

Node number 116: 53 observations,    complexity param=0.0009572431
  predicted class=closed  expected loss=0.3396226  P(node) =0.005064501
    class counts:    35    18
   probabilities: 0.660 0.340 
  left son=232 (27 obs) right son=233 (26 obs)
  Primary splits:
      c2 < 4241.894 to the left,  improve=5.747944, (0 missing)
      c4 < 4610.804 to the left,  improve=3.556194, (0 missing)
      c5 < 4115.053 to the left,  improve=3.298408, (0 missing)
      c6 < 4336.262 to the left,  improve=2.619739, (0 missing)
      c7 < 4233.339 to the right, improve=2.500858, (0 missing)
  Surrogate splits:
      c4  < 4613.567 to the left,  agree=0.755, adj=0.500, (0 split)
      c5  < 4106.199 to the left,  agree=0.736, adj=0.462, (0 split)
      c13 < 4257.679 to the left,  agree=0.717, adj=0.423, (0 split)
      c8  < 4063.515 to the right, agree=0.679, adj=0.346, (0 split)
      c15 < 4571.195 to the left,  agree=0.679, adj=0.346, (0 split)

Node number 117: 60 observations,    complexity param=0.001276324
  predicted class=open    expected loss=0.2666667  P(node) =0.005733397
    class counts:    16    44
   probabilities: 0.267 0.733 
  left son=234 (8 obs) right son=235 (52 obs)
  Primary splits:
      c11 < 4157.115 to the left,  improve=6.832051, (0 missing)
      c15 < 4536.41  to the left,  improve=6.826667, (0 missing)
      c16 < 4269.926 to the left,  improve=5.866667, (0 missing)
      c4  < 4597.02  to the left,  improve=3.396491, (0 missing)
      c5  < 4080.909 to the left,  improve=3.396491, (0 missing)
  Surrogate splits:
      c15 < 4535.886 to the left,  agree=0.983, adj=0.875, (0 split)
      c7  < 4203.717 to the left,  agree=0.950, adj=0.625, (0 split)
      c16 < 4269.66  to the left,  agree=0.933, adj=0.500, (0 split)
      c13 < 4233.694 to the left,  agree=0.917, adj=0.375, (0 split)
      c2  < 4210.283 to the left,  agree=0.900, adj=0.250, (0 split)

Node number 118: 122 observations,    complexity param=0.001382685
  predicted class=open    expected loss=0.3360656  P(node) =0.01165791
    class counts:    41    81
   probabilities: 0.336 0.664 
  left son=236 (65 obs) right son=237 (57 obs)
  Primary splits:
      c15 < 4511.179 to the right, improve=19.38297, (0 missing)
      c11 < 4145.507 to the right, improve=19.35734, (0 missing)
      c3  < 3999.056 to the left,  improve=18.60592, (0 missing)
      c5  < 4130.587 to the left,  improve=15.54519, (0 missing)
      c7  < 4199.704 to the right, improve=14.00096, (0 missing)
  Surrogate splits:
      c11 < 4140.2   to the right, agree=0.951, adj=0.895, (0 split)
      c5  < 4121.497 to the left,  agree=0.885, adj=0.754, (0 split)
      c3  < 4020.717 to the left,  agree=0.861, adj=0.702, (0 split)
      c13 < 4235.932 to the right, agree=0.795, adj=0.561, (0 split)
      c16 < 4257.397 to the right, agree=0.770, adj=0.509, (0 split)

Node number 119: 499 observations,    complexity param=0.0009572431
  predicted class=open    expected loss=0.1362725  P(node) =0.04768275
    class counts:    68   431
   probabilities: 0.136 0.864 
  left son=238 (36 obs) right son=239 (463 obs)
  Primary splits:
      c5  < 4132.936 to the right, improve=8.757911, (0 missing)
      c15 < 4609.259 to the right, improve=8.253575, (0 missing)
      c10 < 4595.094 to the left,  improve=5.599961, (0 missing)
      c1  < 4279.02  to the right, improve=5.425141, (0 missing)
      c16 < 4321.576 to the right, improve=5.313226, (0 missing)
  Surrogate splits:
      c11 < 4153.917 to the left,  agree=0.93, adj=0.028, (0 split)

Node number 120: 41 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.04878049  P(node) =0.003917821
    class counts:    39     2
   probabilities: 0.951 0.049 
  left son=240 (35 obs) right son=241 (6 obs)
  Primary splits:
      c15 < 4575.635 to the right, improve=1.1382110, (0 missing)
      c2  < 4239.01  to the right, improve=0.8561601, (0 missing)
      c16 < 4304.263 to the right, improve=0.8561601, (0 missing)
      c11 < 4198.455 to the right, improve=0.8048780, (0 missing)
      c13 < 4276.48  to the right, improve=0.6937669, (0 missing)
  Surrogate splits:
      c1  < 4267.391 to the right, agree=0.976, adj=0.833, (0 split)
      c11 < 4193.376 to the right, agree=0.951, adj=0.667, (0 split)
      c16 < 4318.762 to the right, agree=0.951, adj=0.667, (0 split)

Node number 121: 21 observations,    complexity param=0.0004254414
  predicted class=closed  expected loss=0.3809524  P(node) =0.002006689
    class counts:    13     8
   probabilities: 0.619 0.381 
  left son=242 (18 obs) right son=243 (3 obs)
  Primary splits:
      c1  < 4316.321 to the left,  improve=2.682540, (0 missing)
      c6  < 4343.146 to the right, improve=2.682540, (0 missing)
      c5  < 4119.131 to the right, improve=2.304762, (0 missing)
      c10 < 4647.635 to the right, improve=2.293651, (0 missing)
      c8  < 4113.9   to the right, improve=1.904762, (0 missing)
  Surrogate splits:
      c16 < 4352.544 to the left,  agree=0.905, adj=0.333, (0 split)

Node number 122: 3 observations
  predicted class=closed  expected loss=0  P(node) =0.0002866699
    class counts:     3     0
   probabilities: 1.000 0.000 

Node number 123: 17 observations,    complexity param=0.0004254414
  predicted class=open    expected loss=0.1764706  P(node) =0.001624462
    class counts:     3    14
   probabilities: 0.176 0.824 
  left son=246 (2 obs) right son=247 (15 obs)
  Primary splits:
      c7  < 4198.671 to the left,  improve=3.074510, (0 missing)
      c11 < 4165.233 to the left,  improve=3.074510, (0 missing)
      c15 < 4540.795 to the left,  improve=3.074510, (0 missing)
      c1  < 4248.459 to the left,  improve=1.441176, (0 missing)
      c9  < 4224.128 to the right, improve=1.441176, (0 missing)
  Surrogate splits:
      c11 < 4165.233 to the left,  agree=1, adj=1, (0 split)
      c15 < 4540.795 to the left,  agree=1, adj=1, (0 split)

Node number 124: 388 observations,    complexity param=0.001223144
  predicted class=open    expected loss=0.3737113  P(node) =0.03707597
    class counts:   145   243
   probabilities: 0.374 0.626 
  left son=248 (306 obs) right son=249 (82 obs)
  Primary splits:
      c16 < 4334.26  to the right, improve=11.934410, (0 missing)
      c5  < 4131.078 to the right, improve= 9.061753, (0 missing)
      c2  < 4254.632 to the right, improve= 7.473713, (0 missing)
      c6  < 4337.995 to the right, improve= 6.636441, (0 missing)
      c1  < 4283.393 to the right, improve= 6.108546, (0 missing)
  Surrogate splits:
      c1  < 4268.733 to the right, agree=0.876, adj=0.415, (0 split)
      c15 < 4574.259 to the right, agree=0.876, adj=0.415, (0 split)
      c2  < 4246.51  to the right, agree=0.853, adj=0.305, (0 split)
      c11 < 4186.242 to the right, agree=0.830, adj=0.195, (0 split)
      c7  < 4215.145 to the right, agree=0.827, adj=0.183, (0 split)

Node number 125: 292 observations,    complexity param=0.0008508828
  predicted class=open    expected loss=0.1815068  P(node) =0.02790253
    class counts:    53   239
   probabilities: 0.182 0.818 
  left son=250 (48 obs) right son=251 (244 obs)
  Primary splits:
      c7  < 4249.237 to the right, improve=11.653720, (0 missing)
      c16 < 4359.558 to the right, improve= 4.348251, (0 missing)
      c2  < 4234.002 to the left,  improve= 4.061312, (0 missing)
      c9  < 4221.243 to the right, improve= 3.222859, (0 missing)
      c15 < 4627.275 to the right, improve= 3.203138, (0 missing)
  Surrogate splits:
      c9  < 4222.488 to the right, agree=0.887, adj=0.312, (0 split)
      c15 < 4628.533 to the right, agree=0.853, adj=0.104, (0 split)
      c5  < 4084.585 to the left,  agree=0.842, adj=0.042, (0 split)
      c11 < 4228.393 to the right, agree=0.842, adj=0.042, (0 split)
      c2  < 4234.002 to the left,  agree=0.839, adj=0.021, (0 split)

Node number 126: 197 observations,    complexity param=0.001063603
  predicted class=open    expected loss=0.2690355  P(node) =0.01882465
    class counts:    53   144
   probabilities: 0.269 0.731 
  left son=252 (14 obs) right son=253 (183 obs)
  Primary splits:
      c1  < 4297.328 to the right, improve=10.425250, (0 missing)
      c16 < 4343.669 to the right, improve=10.108080, (0 missing)
      c7  < 4214.987 to the right, improve= 5.655246, (0 missing)
      c9  < 4222.067 to the right, improve= 5.020579, (0 missing)
      c4  < 4633.633 to the left,  improve= 4.518449, (0 missing)
  Surrogate splits:
      c16 < 4361.878 to the right, agree=0.944, adj=0.214, (0 split)
      c11 < 4209.687 to the right, agree=0.939, adj=0.143, (0 split)

Node number 127: 721 observations,    complexity param=0.0007445224
  predicted class=open    expected loss=0.09570042  P(node) =0.06889632
    class counts:    69   652
   probabilities: 0.096 0.904 
  left son=254 (44 obs) right son=255 (677 obs)
  Primary splits:
      c2  < 4278.419 to the right, improve=5.635091, (0 missing)
      c5  < 4160.94  to the right, improve=3.280130, (0 missing)
      c10 < 4628.152 to the right, improve=2.962673, (0 missing)
      c4  < 4629.331 to the left,  improve=2.905231, (0 missing)
      c1  < 4299.229 to the right, improve=2.650485, (0 missing)
  Surrogate splits:
      c13 < 4295.703 to the right, agree=0.951, adj=0.205, (0 split)
      c5  < 4158.199 to the right, agree=0.945, adj=0.091, (0 split)
      c1  < 4320.434 to the right, agree=0.942, adj=0.045, (0 split)

Node number 128: 264 observations,    complexity param=0.0001276324
  predicted class=closed  expected loss=0.01515152  P(node) =0.02522695
    class counts:   260     4
   probabilities: 0.985 0.015 
  left son=256 (259 obs) right son=257 (5 obs)
  Primary splits:
      c4  < 4643.518 to the left,  improve=0.3482859, (0 missing)
      c16 < 4383.02  to the right, improve=0.2792665, (0 missing)
      c5  < 4125.568 to the left,  improve=0.2322607, (0 missing)
      c15 < 4625.477 to the right, improve=0.1837221, (0 missing)
      c8  < 4089.296 to the right, improve=0.1368524, (0 missing)

Node number 129: 53 observations,    complexity param=0.0001701766
  predicted class=closed  expected loss=0.1132075  P(node) =0.005064501
    class counts:    47     6
   probabilities: 0.887 0.113 
  left son=258 (44 obs) right son=259 (9 obs)
  Primary splits:
      c4  < 4616.931 to the left,  improve=2.378883, (0 missing)
      c12 < 4248.687 to the left,  improve=2.024488, (0 missing)
      c16 < 4402.181 to the right, improve=1.914237, (0 missing)
      c1  < 4321.133 to the right, improve=1.638241, (0 missing)
      c2  < 4278.964 to the left,  improve=1.604242, (0 missing)
  Surrogate splits:
      c1 < 4299.472 to the right, agree=0.849, adj=0.111, (0 split)
      c2 < 4278.964 to the left,  agree=0.849, adj=0.111, (0 split)

Node number 130: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 131: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 132: 67 observations,    complexity param=0.0001063603
  predicted class=closed  expected loss=0.01492537  P(node) =0.006402293
    class counts:    66     1
   probabilities: 0.985 0.015 
  left son=264 (64 obs) right son=265 (3 obs)
  Primary splits:
      c8  < 4058.369 to the right, improve=0.6368159, (0 missing)
      c9  < 4208.905 to the left,  improve=0.2558635, (0 missing)
      c10 < 4623.856 to the left,  improve=0.2201493, (0 missing)
      c6  < 4346.395 to the left,  improve=0.1239954, (0 missing)
      c12 < 4239.769 to the left,  improve=0.1239954, (0 missing)

Node number 133: 8 observations,    complexity param=0.0004254414
  predicted class=closed  expected loss=0.5  P(node) =0.0007644529
    class counts:     4     4
   probabilities: 0.500 0.500 
  left son=266 (4 obs) right son=267 (4 obs)
  Primary splits:
      c3 < 3986.257 to the right, improve=4.0, (0 missing)
      c8 < 4088.627 to the right, improve=4.0, (0 missing)
      c9 < 4204.194 to the right, improve=4.0, (0 missing)
      c1 < 4301.414 to the right, improve=2.4, (0 missing)
      c5 < 4103.973 to the right, improve=2.4, (0 missing)
  Surrogate splits:
      c8 < 4088.627 to the right, agree=1.000, adj=1.00, (0 split)
      c9 < 4204.194 to the right, agree=1.000, adj=1.00, (0 split)
      c1 < 4301.414 to the right, agree=0.875, adj=0.75, (0 split)
      c5 < 4103.973 to the right, agree=0.875, adj=0.75, (0 split)
      c6 < 4345.808 to the right, agree=0.875, adj=0.75, (0 split)

Node number 134: 9 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.1111111  P(node) =0.0008600096
    class counts:     8     1
   probabilities: 0.889 0.111 
  left son=268 (8 obs) right son=269 (1 obs)
  Primary splits:
      c2 < 4271.079 to the left,  improve=1.7777780, (0 missing)
      c9 < 4214.771 to the right, improve=1.7777780, (0 missing)
      c1 < 4295.399 to the right, improve=0.7777778, (0 missing)
      c5 < 4113.546 to the left,  improve=0.7777778, (0 missing)
      c6 < 4325.423 to the right, improve=0.7777778, (0 missing)

Node number 135: 16 observations,    complexity param=0.0004254414
  predicted class=open    expected loss=0.3125  P(node) =0.001528906
    class counts:     5    11
   probabilities: 0.312 0.688 
  left son=270 (3 obs) right son=271 (13 obs)
  Primary splits:
      c6  < 4340.742 to the right, improve=3.490385, (0 missing)
      c8  < 4082.347 to the right, improve=3.456818, (0 missing)
      c11 < 4234.493 to the right, improve=2.160714, (0 missing)
      c16 < 4400.535 to the right, improve=2.160714, (0 missing)
      c7  < 4240.811 to the right, improve=1.875000, (0 missing)
  Surrogate splits:
      c8 < 4082.347 to the right, agree=0.875, adj=0.333, (0 split)

Node number 154: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 155: 2 observations
  predicted class=open    expected loss=0  P(node) =0.0001911132
    class counts:     0     2
   probabilities: 0.000 1.000 

Node number 156: 10 observations
  predicted class=closed  expected loss=0  P(node) =0.0009555662
    class counts:    10     0
   probabilities: 1.000 0.000 

Node number 157: 10 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.1  P(node) =0.0009555662
    class counts:     1     9
   probabilities: 0.100 0.900 
  left son=314 (1 obs) right son=315 (9 obs)
  Primary splits:
      c1 < 4305.935 to the left,  improve=1.8, (0 missing)
      c7 < 4245.947 to the right, improve=1.8, (0 missing)
      c8 < 4054.584 to the left,  improve=1.8, (0 missing)
      c3 < 3987.816 to the right, improve=0.8, (0 missing)
      c5 < 4117.991 to the left,  improve=0.8, (0 missing)

Node number 158: 19 observations,    complexity param=0.0003545345
  predicted class=open    expected loss=0.3157895  P(node) =0.001815576
    class counts:     6    13
   probabilities: 0.316 0.684 
  left son=316 (10 obs) right son=317 (9 obs)
  Primary splits:
      c1  < 4294.549 to the left,  improve=3.410526, (0 missing)
      c12 < 4226.257 to the left,  improve=2.642344, (0 missing)
      c7  < 4241.171 to the right, improve=1.448622, (0 missing)
      c10 < 4623.499 to the right, improve=1.448622, (0 missing)
      c5  < 4113.99  to the left,  improve=1.432749, (0 missing)
  Surrogate splits:
      c2 < 4258.03  to the left,  agree=0.789, adj=0.556, (0 split)
      c3 < 3982.101 to the left,  agree=0.789, adj=0.556, (0 split)
      c9 < 4200.61  to the right, agree=0.789, adj=0.556, (0 split)
      c6 < 4343.983 to the right, agree=0.737, adj=0.444, (0 split)
      c7 < 4241.171 to the right, agree=0.737, adj=0.444, (0 split)

Node number 159: 26 observations
  predicted class=open    expected loss=0  P(node) =0.002484472
    class counts:     0    26
   probabilities: 0.000 1.000 

Node number 160: 340 observations,    complexity param=0.0002481741
  predicted class=closed  expected loss=0.04411765  P(node) =0.03248925
    class counts:   325    15
   probabilities: 0.956 0.044 
  left son=320 (339 obs) right son=321 (1 obs)
  Primary splits:
      c9  < 4182.218 to the right, improve=1.832813, (0 missing)
      c10 < 4594.281 to the right, improve=1.832813, (0 missing)
      c13 < 4334.068 to the left,  improve=1.832813, (0 missing)
      c15 < 4582.078 to the right, improve=1.832813, (0 missing)
      c8  < 4105.224 to the right, improve=1.349668, (0 missing)

Node number 161: 86 observations,    complexity param=0.0007799759
  predicted class=closed  expected loss=0.2790698  P(node) =0.008217869
    class counts:    62    24
   probabilities: 0.721 0.279 
  left son=322 (57 obs) right son=323 (29 obs)
  Primary splits:
      c3  < 4022.816 to the left,  improve=6.505438, (0 missing)
      c16 < 4392.423 to the right, improve=5.804651, (0 missing)
      c15 < 4620.474 to the right, improve=4.620207, (0 missing)
      c4  < 4630.125 to the left,  improve=4.157032, (0 missing)
      c5  < 4121.944 to the left,  improve=3.868608, (0 missing)
  Surrogate splits:
      c4 < 4644.558 to the left,  agree=0.860, adj=0.586, (0 split)
      c5 < 4132.582 to the left,  agree=0.791, adj=0.379, (0 split)
      c6 < 4365.302 to the left,  agree=0.779, adj=0.345, (0 split)
      c2 < 4282.099 to the left,  agree=0.756, adj=0.276, (0 split)
      c9 < 4242.25  to the left,  agree=0.698, adj=0.103, (0 split)

Node number 162: 170 observations,    complexity param=0.001595405
  predicted class=closed  expected loss=0.1470588  P(node) =0.01624462
    class counts:   145    25
   probabilities: 0.853 0.147 
  left son=324 (107 obs) right son=325 (63 obs)
  Primary splits:
      c3  < 4066.782 to the left,  improve=8.180362, (0 missing)
      c8  < 4124.415 to the right, improve=5.970868, (0 missing)
      c1  < 4378.285 to the right, improve=5.335320, (0 missing)
      c16 < 4439.321 to the right, improve=4.439512, (0 missing)
      c4  < 4698.448 to the left,  improve=4.084003, (0 missing)
  Surrogate splits:
      c1  < 4393.282 to the left,  agree=0.706, adj=0.206, (0 split)
      c5  < 4202.969 to the left,  agree=0.700, adj=0.190, (0 split)
      c16 < 4460.304 to the left,  agree=0.676, adj=0.127, (0 split)
      c4  < 4700.243 to the left,  agree=0.671, adj=0.111, (0 split)
      c15 < 4700.198 to the left,  agree=0.671, adj=0.111, (0 split)

Node number 163: 60 observations,    complexity param=0.0004254414
  predicted class=open    expected loss=0.03333333  P(node) =0.005733397
    class counts:     2    58
   probabilities: 0.033 0.967 
  left son=326 (2 obs) right son=327 (58 obs)
  Primary splits:
      c11 < 4216.616 to the left,  improve=3.866667, (0 missing)
      c1  < 4332.138 to the left,  improve=1.900565, (0 missing)
      c3  < 4023.442 to the left,  improve=1.900565, (0 missing)
      c15 < 4615.748 to the left,  improve=1.900565, (0 missing)
      c7  < 4251.551 to the left,  improve=1.866667, (0 missing)

Node number 172: 2 observations
  predicted class=closed  expected loss=0  P(node) =0.0001911132
    class counts:     2     0
   probabilities: 1.000 0.000 

Node number 173: 4 observations
  predicted class=open    expected loss=0  P(node) =0.0003822265
    class counts:     0     4
   probabilities: 0.000 1.000 

Node number 176: 556 observations,    complexity param=0.001382685
  predicted class=closed  expected loss=0.2823741  P(node) =0.05312948
    class counts:   399   157
   probabilities: 0.718 0.282 
  left son=352 (375 obs) right son=353 (181 obs)
  Primary splits:
      c1  < 4302.985 to the right, improve=7.850510, (0 missing)
      c4  < 4609.299 to the left,  improve=5.025245, (0 missing)
      c6  < 4338.831 to the left,  improve=4.740150, (0 missing)
      c8  < 4072.923 to the left,  improve=4.165483, (0 missing)
      c11 < 4166.36  to the right, improve=4.149750, (0 missing)
  Surrogate splits:
      c16 < 4368.528 to the right, agree=0.723, adj=0.149, (0 split)
      c15 < 4596.868 to the right, agree=0.694, adj=0.061, (0 split)
      c13 < 4268.263 to the right, agree=0.691, adj=0.050, (0 split)
      c5  < 4102.081 to the right, agree=0.683, adj=0.028, (0 split)
      c3  < 3988.529 to the right, agree=0.678, adj=0.011, (0 split)

Node number 177: 29 observations,    complexity param=0.0008508828
  predicted class=open    expected loss=0.2068966  P(node) =0.002771142
    class counts:     6    23
   probabilities: 0.207 0.793 
  left son=354 (4 obs) right son=355 (25 obs)
  Primary splits:
      c15 < 4598.624 to the left,  improve=5.837241, (0 missing)
      c8  < 4064.346 to the left,  improve=4.250575, (0 missing)
      c5  < 4110.263 to the left,  improve=4.209549, (0 missing)
      c6  < 4321.213 to the left,  improve=4.209549, (0 missing)
      c9  < 4187.378 to the left,  improve=3.198401, (0 missing)
  Surrogate splits:
      c6  < 4318.426 to the left,  agree=0.931, adj=0.50, (0 split)
      c9  < 4177.251 to the left,  agree=0.931, adj=0.50, (0 split)
      c10 < 4590.759 to the left,  agree=0.931, adj=0.50, (0 split)
      c8  < 4064.346 to the left,  agree=0.897, adj=0.25, (0 split)
      c11 < 4184.342 to the left,  agree=0.897, adj=0.25, (0 split)

Node number 178: 53 observations,    complexity param=0.001914486
  predicted class=closed  expected loss=0.2830189  P(node) =0.005064501
    class counts:    38    15
   probabilities: 0.717 0.283 
  left son=356 (42 obs) right son=357 (11 obs)
  Primary splits:
      c15 < 4695.313 to the left,  improve=10.881730, (0 missing)
      c16 < 4490.782 to the left,  improve=10.881730, (0 missing)
      c1  < 4429.117 to the left,  improve= 9.687212, (0 missing)
      c11 < 4284.422 to the left,  improve= 8.292043, (0 missing)
      c13 < 4331.445 to the left,  improve= 8.292043, (0 missing)
  Surrogate splits:
      c16 < 4490.782 to the left,  agree=0.962, adj=0.818, (0 split)
      c11 < 4268.164 to the left,  agree=0.943, adj=0.727, (0 split)
      c13 < 4323.229 to the left,  agree=0.943, adj=0.727, (0 split)
      c1  < 4441.189 to the left,  agree=0.925, adj=0.636, (0 split)
      c4  < 4592.222 to the right, agree=0.906, adj=0.545, (0 split)

Node number 179: 212 observations,    complexity param=0.002339928
  predicted class=open    expected loss=0.3537736  P(node) =0.020258
    class counts:    75   137
   probabilities: 0.354 0.646 
  left son=358 (11 obs) right son=359 (201 obs)
  Primary splits:
      c15 < 4581.114 to the left,  improve=9.690181, (0 missing)
      c7  < 4205.944 to the left,  improve=8.492676, (0 missing)
      c6  < 4343.024 to the right, improve=8.289950, (0 missing)
      c8  < 4065.11  to the left,  improve=5.625558, (0 missing)
      c10 < 4601.846 to the left,  improve=5.589451, (0 missing)
  Surrogate splits:
      c7 < 4203.598 to the left,  agree=0.967, adj=0.364, (0 split)

Node number 180: 86 observations,    complexity param=0.0006381621
  predicted class=closed  expected loss=0.09302326  P(node) =0.008217869
    class counts:    78     8
   probabilities: 0.907 0.093 
  left son=360 (83 obs) right son=361 (3 obs)
  Primary splits:
      c5  < 4103.828 to the right, improve=5.114038, (0 missing)
      c4  < 4644.976 to the left,  improve=3.368771, (0 missing)
      c8  < 4078.003 to the right, improve=1.893771, (0 missing)
      c13 < 4277.167 to the right, improve=1.664569, (0 missing)
      c6  < 4341.664 to the right, improve=1.610727, (0 missing)

Node number 181: 52 observations,    complexity param=0.0009217897
  predicted class=open    expected loss=0.4807692  P(node) =0.004968944
    class counts:    25    27
   probabilities: 0.481 0.519 
  left son=362 (45 obs) right son=363 (7 obs)
  Primary splits:
      c2  < 4277.25  to the right, improve=3.739316, (0 missing)
      c6  < 4335.536 to the right, improve=3.739316, (0 missing)
      c11 < 4219.547 to the right, improve=3.705128, (0 missing)
      c8  < 4068.312 to the right, improve=2.493689, (0 missing)
      c10 < 4626.702 to the left,  improve=2.493689, (0 missing)
  Surrogate splits:
      c5 < 4126.44  to the right, agree=0.885, adj=0.143, (0 split)
      c6 < 4331.359 to the right, agree=0.885, adj=0.143, (0 split)
      c8 < 4054.257 to the right, agree=0.885, adj=0.143, (0 split)

Node number 182: 873 observations,    complexity param=0.003332624
  predicted class=open    expected loss=0.4112257  P(node) =0.08342093
    class counts:   359   514
   probabilities: 0.411 0.589 
  left son=364 (707 obs) right son=365 (166 obs)
  Primary splits:
      c13 < 4296.68  to the left,  improve=19.56389, (0 missing)
      c4  < 4631.973 to the left,  improve=18.99968, (0 missing)
      c5  < 4123.209 to the right, improve=13.65317, (0 missing)
      c11 < 4223.868 to the left,  improve=12.76864, (0 missing)
      c1  < 4304.013 to the right, improve= 8.43352, (0 missing)
  Surrogate splits:
      c4  < 4641.577 to the left,  agree=0.844, adj=0.181, (0 split)
      c11 < 4226.262 to the left,  agree=0.837, adj=0.145, (0 split)
      c2  < 4291.186 to the left,  agree=0.821, adj=0.060, (0 split)
      c6  < 4363.066 to the left,  agree=0.821, adj=0.060, (0 split)
      c7  < 4265.469 to the left,  agree=0.821, adj=0.060, (0 split)

Node number 183: 259 observations,    complexity param=0.001489045
  predicted class=open    expected loss=0.2046332  P(node) =0.02474916
    class counts:    53   206
   probabilities: 0.205 0.795 
  left son=366 (7 obs) right son=367 (252 obs)
  Primary splits:
      c7  < 4268.177 to the right, improve=9.102531, (0 missing)
      c10 < 4621.068 to the right, improve=7.612465, (0 missing)
      c6  < 4352.386 to the right, improve=6.370554, (0 missing)
      c15 < 4635.025 to the right, improve=5.684391, (0 missing)
      c13 < 4276.654 to the left,  improve=5.329550, (0 missing)
  Surrogate splits:
      c15 < 4640.358 to the right, agree=0.988, adj=0.571, (0 split)
      c6  < 4362.691 to the right, agree=0.985, adj=0.429, (0 split)
      c9  < 4228.272 to the right, agree=0.985, adj=0.429, (0 split)

Node number 184: 30 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.03333333  P(node) =0.002866699
    class counts:    29     1
   probabilities: 0.967 0.033 
  left son=368 (29 obs) right son=369 (1 obs)
  Primary splits:
      c5  < 4139.004 to the right, improve=1.9333330, (0 missing)
      c12 < 4203.229 to the right, improve=1.9333330, (0 missing)
      c11 < 4203.324 to the left,  improve=0.4333333, (0 missing)
      c7  < 4224.751 to the left,  improve=0.3333333, (0 missing)
      c13 < 4280.703 to the right, improve=0.3333333, (0 missing)

Node number 185: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 188: 40 observations,    complexity param=0.001347231
  predicted class=closed  expected loss=0.45  P(node) =0.003822265
    class counts:    22    18
   probabilities: 0.550 0.450 
  left son=376 (25 obs) right son=377 (15 obs)
  Primary splits:
      c1  < 4444.972 to the left,  improve=14.520000, (0 missing)
      c16 < 4481.327 to the left,  improve=14.520000, (0 missing)
      c8  < 4057.059 to the left,  improve=10.183840, (0 missing)
      c6  < 4338.854 to the right, improve= 7.466667, (0 missing)
      c5  < 4175.267 to the left,  improve= 6.395611, (0 missing)
  Surrogate splits:
      c16 < 4481.327 to the left,  agree=0.950, adj=0.867, (0 split)
      c8  < 4059.493 to the left,  agree=0.875, adj=0.667, (0 split)
      c4  < 4597.678 to the right, agree=0.825, adj=0.533, (0 split)
      c5  < 4179.136 to the left,  agree=0.800, adj=0.467, (0 split)
      c7  < 4225.549 to the left,  agree=0.800, adj=0.467, (0 split)

Node number 189: 95 observations,    complexity param=0.0005318017
  predicted class=open    expected loss=0.1473684  P(node) =0.009077879
    class counts:    14    81
   probabilities: 0.147 0.853 
  left son=378 (11 obs) right son=379 (84 obs)
  Primary splits:
      c16 < 4406.421 to the left,  improve=3.942948, (0 missing)
      c2  < 4317.983 to the right, improve=3.033025, (0 missing)
      c3  < 4062.722 to the left,  improve=3.033025, (0 missing)
      c1  < 4375.678 to the left,  improve=2.973121, (0 missing)
      c15 < 4602.317 to the left,  improve=2.970458, (0 missing)
  Surrogate splits:
      c1  < 4368.334 to the left,  agree=0.979, adj=0.818, (0 split)
      c13 < 4281.714 to the left,  agree=0.937, adj=0.455, (0 split)
      c3  < 4064.366 to the left,  agree=0.916, adj=0.273, (0 split)
      c5  < 4130.981 to the left,  agree=0.916, adj=0.273, (0 split)
      c15 < 4607.872 to the left,  agree=0.916, adj=0.273, (0 split)

Node number 190: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 191: 195 observations,    complexity param=0.0002836276
  predicted class=open    expected loss=0.06153846  P(node) =0.01863354
    class counts:    12   183
   probabilities: 0.062 0.938 
  left son=382 (58 obs) right son=383 (137 obs)
  Primary splits:
      c15 < 4627.512 to the left,  improve=0.9635501, (0 missing)
      c10 < 4607.985 to the left,  improve=0.9220528, (0 missing)
      c6  < 4337.394 to the right, improve=0.8837327, (0 missing)
      c4  < 4637.748 to the right, improve=0.7297639, (0 missing)
      c16 < 4472.574 to the left,  improve=0.5501040, (0 missing)
  Surrogate splits:
      c16 < 4428.648 to the left,  agree=0.882, adj=0.603, (0 split)
      c1  < 4400.768 to the left,  agree=0.867, adj=0.552, (0 split)
      c13 < 4298.13  to the left,  agree=0.821, adj=0.397, (0 split)
      c2  < 4290.255 to the left,  agree=0.810, adj=0.362, (0 split)
      c5  < 4146.316 to the left,  agree=0.759, adj=0.190, (0 split)

Node number 192: 230 observations,    complexity param=0.0003722612
  predicted class=closed  expected loss=0.05217391  P(node) =0.02197802
    class counts:   218    12
   probabilities: 0.948 0.052 
  left son=384 (228 obs) right son=385 (2 obs)
  Primary splits:
      c3  < 4027.48  to the left,  improve=3.6250190, (0 missing)
      c12 < 4205.462 to the right, improve=1.2841900, (0 missing)
      c8  < 4054.433 to the left,  improve=0.8092296, (0 missing)
      c16 < 4323.836 to the right, improve=0.8092296, (0 missing)
      c7  < 4232.3   to the left,  improve=0.7184143, (0 missing)

Node number 193: 151 observations,    complexity param=0.0003722612
  predicted class=closed  expected loss=0.192053  P(node) =0.01442905
    class counts:   122    29
   probabilities: 0.808 0.192 
  left son=386 (59 obs) right son=387 (92 obs)
  Primary splits:
      c16 < 4342.536 to the left,  improve=4.844346, (0 missing)
      c7  < 4214.473 to the left,  improve=3.597790, (0 missing)
      c2  < 4262.111 to the left,  improve=2.809147, (0 missing)
      c11 < 4156.693 to the right, improve=2.646162, (0 missing)
      c13 < 4270.544 to the left,  improve=2.066055, (0 missing)
  Surrogate splits:
      c1 < 4275.866 to the left,  agree=0.722, adj=0.288, (0 split)
      c7 < 4210.797 to the left,  agree=0.675, adj=0.169, (0 split)
      c2 < 4256.583 to the left,  agree=0.649, adj=0.102, (0 split)
      c3 < 3976.529 to the left,  agree=0.649, adj=0.102, (0 split)
      c6 < 4322.303 to the left,  agree=0.642, adj=0.085, (0 split)

Node number 196: 120 observations,    complexity param=0.0004254414
  predicted class=closed  expected loss=0.1666667  P(node) =0.01146679
    class counts:   100    20
   probabilities: 0.833 0.167 
  left son=392 (50 obs) right son=393 (70 obs)
  Primary splits:
      c15 < 4608.149 to the right, improve=2.750476, (0 missing)
      c10 < 4608.18  to the left,  improve=1.898406, (0 missing)
      c8  < 4050.743 to the left,  improve=1.856061, (0 missing)
      c2  < 4275.327 to the left,  improve=1.538462, (0 missing)
      c6  < 4351.29  to the left,  improve=1.538462, (0 missing)
  Surrogate splits:
      c10 < 4605.525 to the left,  agree=0.708, adj=0.30, (0 split)
      c8  < 4045.613 to the left,  agree=0.683, adj=0.24, (0 split)
      c3  < 4010.41  to the right, agree=0.667, adj=0.20, (0 split)
      c1  < 4289.954 to the left,  agree=0.658, adj=0.18, (0 split)
      c2  < 4257.233 to the left,  agree=0.650, adj=0.16, (0 split)

Node number 197: 84 observations,    complexity param=0.0007799759
  predicted class=closed  expected loss=0.3809524  P(node) =0.008026756
    class counts:    52    32
   probabilities: 0.619 0.381 
  left son=394 (54 obs) right son=395 (30 obs)
  Primary splits:
      c15 < 4598.711 to the left,  improve=5.944974, (0 missing)
      c16 < 4350.65  to the left,  improve=3.731900, (0 missing)
      c9  < 4182.251 to the left,  improve=3.294723, (0 missing)
      c2  < 4263.739 to the right, improve=2.955307, (0 missing)
      c5  < 4107.787 to the left,  improve=2.683624, (0 missing)
  Surrogate splits:
      c16 < 4353.714 to the left,  agree=0.738, adj=0.267, (0 split)
      c10 < 4596.144 to the right, agree=0.702, adj=0.167, (0 split)
      c11 < 4206.339 to the left,  agree=0.702, adj=0.167, (0 split)
      c6  < 4319.005 to the right, agree=0.690, adj=0.133, (0 split)
      c8  < 4043.374 to the right, agree=0.690, adj=0.133, (0 split)

Node number 198: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 199: 8 observations
  predicted class=open    expected loss=0  P(node) =0.0007644529
    class counts:     0     8
   probabilities: 0.000 1.000 

Node number 200: 71 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.05633803  P(node) =0.00678452
    class counts:    67     4
   probabilities: 0.944 0.056 
  left son=400 (70 obs) right son=401 (1 obs)
  Primary splits:
      c2  < 4241.732 to the right, improve=1.8064390, (0 missing)
      c6  < 4321.895 to the right, improve=1.8064390, (0 missing)
      c7  < 4218.618 to the right, improve=0.8700978, (0 missing)
      c15 < 4605.604 to the right, improve=0.8700978, (0 missing)
      c3  < 3999.487 to the right, improve=0.8101653, (0 missing)

Node number 201: 131 observations,    complexity param=0.0005672552
  predicted class=closed  expected loss=0.3206107  P(node) =0.01251792
    class counts:    89    42
   probabilities: 0.679 0.321 
  left son=402 (107 obs) right son=403 (24 obs)
  Primary splits:
      c1  < 4302.29  to the left,  improve=4.056241, (0 missing)
      c15 < 4619.655 to the right, improve=4.016071, (0 missing)
      c2  < 4276.587 to the left,  improve=3.971733, (0 missing)
      c7  < 4240.045 to the right, improve=2.677577, (0 missing)
      c16 < 4362.411 to the left,  improve=2.389337, (0 missing)
  Surrogate splits:
      c5  < 4142.155 to the left,  agree=0.832, adj=0.083, (0 split)
      c7  < 4204.93  to the right, agree=0.832, adj=0.083, (0 split)
      c13 < 4284.361 to the left,  agree=0.832, adj=0.083, (0 split)
      c2  < 4277.737 to the left,  agree=0.824, adj=0.042, (0 split)
      c6  < 4352.828 to the left,  agree=0.824, adj=0.042, (0 split)

Node number 202: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 203: 12 observations
  predicted class=open    expected loss=0  P(node) =0.001146679
    class counts:     0    12
   probabilities: 0.000 1.000 

Node number 204: 11 observations
  predicted class=closed  expected loss=0  P(node) =0.001051123
    class counts:    11     0
   probabilities: 1.000 0.000 

Node number 205: 13 observations,    complexity param=0.0006381621
  predicted class=open    expected loss=0.4615385  P(node) =0.001242236
    class counts:     6     7
   probabilities: 0.462 0.538 
  left son=410 (7 obs) right son=411 (6 obs)
  Primary splits:
      c12 < 4238.913 to the right, improve=4.747253, (0 missing)
      c13 < 4278.89  to the right, improve=3.350427, (0 missing)
      c3  < 3985.911 to the right, improve=2.461538, (0 missing)
      c5  < 4132.916 to the right, improve=1.370629, (0 missing)
      c6  < 4344.057 to the right, improve=1.370629, (0 missing)
  Surrogate splits:
      c3  < 3985.911 to the right, agree=0.846, adj=0.667, (0 split)
      c2  < 4253.186 to the left,  agree=0.769, adj=0.500, (0 split)
      c5  < 4107.485 to the left,  agree=0.769, adj=0.500, (0 split)
      c7  < 4233.151 to the right, agree=0.769, adj=0.500, (0 split)
      c13 < 4278.89  to the right, agree=0.769, adj=0.500, (0 split)

Node number 206: 8 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.125  P(node) =0.0007644529
    class counts:     7     1
   probabilities: 0.875 0.125 
  left son=412 (7 obs) right son=413 (1 obs)
  Primary splits:
      c2  < 4250.362 to the right, improve=1.75, (0 missing)
      c5  < 4101.28  to the right, improve=1.75, (0 missing)
      c9  < 4183.259 to the right, improve=1.75, (0 missing)
      c10 < 4612.946 to the right, improve=1.75, (0 missing)
      c3  < 3979.894 to the right, improve=0.75, (0 missing)

Node number 207: 174 observations,    complexity param=0.001063603
  predicted class=open    expected loss=0.2586207  P(node) =0.01662685
    class counts:    45   129
   probabilities: 0.259 0.741 
  left son=414 (32 obs) right son=415 (142 obs)
  Primary splits:
      c16 < 4334.243 to the left,  improve=5.828891, (0 missing)
      c11 < 4199.874 to the left,  improve=4.124271, (0 missing)
      c4  < 4624.573 to the left,  improve=4.073344, (0 missing)
      c15 < 4575.957 to the left,  improve=3.017629, (0 missing)
      c6  < 4331.569 to the left,  improve=2.345350, (0 missing)
  Surrogate splits:
      c15 < 4584.869 to the left,  agree=0.856, adj=0.219, (0 split)
      c1  < 4259.397 to the left,  agree=0.839, adj=0.125, (0 split)
      c10 < 4594.472 to the left,  agree=0.828, adj=0.062, (0 split)
      c3  < 3936.652 to the left,  agree=0.822, adj=0.031, (0 split)
      c7  < 4204.727 to the left,  agree=0.822, adj=0.031, (0 split)

Node number 208: 81 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.01234568  P(node) =0.007740086
    class counts:    80     1
   probabilities: 0.988 0.012 
  left son=416 (80 obs) right son=417 (1 obs)
  Primary splits:
      c11 < 4171.605 to the right, improve=1.9753090, (0 missing)
      c15 < 4606.037 to the right, improve=0.3753086, (0 missing)
      c2  < 4237.038 to the right, improve=0.1571268, (0 missing)
      c5  < 4102.744 to the right, improve=0.1003086, (0 missing)
      c6  < 4328.38  to the right, improve=0.0929557, (0 missing)

Node number 209: 5 observations,    complexity param=0.000319081
  predicted class=open    expected loss=0.4  P(node) =0.0004777831
    class counts:     2     3
   probabilities: 0.400 0.600 
  left son=418 (2 obs) right son=419 (3 obs)
  Primary splits:
      c7  < 4226.83  to the left,  improve=2.4, (0 missing)
      c8  < 4053.694 to the right, improve=2.4, (0 missing)
      c10 < 4604.694 to the left,  improve=2.4, (0 missing)
      c15 < 4610.465 to the right, improve=2.4, (0 missing)
      c16 < 4338.113 to the left,  improve=2.4, (0 missing)
  Surrogate splits:
      c8  < 4053.694 to the right, agree=1.0, adj=1.0, (0 split)
      c10 < 4604.694 to the left,  agree=1.0, adj=1.0, (0 split)
      c15 < 4610.465 to the right, agree=1.0, adj=1.0, (0 split)
      c16 < 4338.113 to the left,  agree=1.0, adj=1.0, (0 split)
      c2  < 4253.165 to the right, agree=0.8, adj=0.5, (0 split)

Node number 210: 4 observations
  predicted class=closed  expected loss=0  P(node) =0.0003822265
    class counts:     4     0
   probabilities: 1.000 0.000 

Node number 211: 6 observations
  predicted class=open    expected loss=0  P(node) =0.0005733397
    class counts:     0     6
   probabilities: 0.000 1.000 

Node number 216: 65 observations,    complexity param=0.0006381621
  predicted class=closed  expected loss=0.2153846  P(node) =0.00621118
    class counts:    51    14
   probabilities: 0.785 0.215 
  left son=432 (56 obs) right son=433 (9 obs)
  Primary splits:
      c4  < 4615.236 to the left,  improve=4.254945, (0 missing)
      c7  < 4215.858 to the left,  improve=3.797802, (0 missing)
      c11 < 4182.337 to the left,  improve=3.693040, (0 missing)
      c3  < 4000.348 to the right, improve=2.680342, (0 missing)
      c8  < 4031.435 to the right, improve=2.436444, (0 missing)

Node number 217: 181 observations,    complexity param=0.001914486
  predicted class=open    expected loss=0.4309392  P(node) =0.01729575
    class counts:    78   103
   probabilities: 0.431 0.569 
  left son=434 (111 obs) right son=435 (70 obs)
  Primary splits:
      c8 < 4049.782 to the left,  improve=5.808487, (0 missing)
      c1 < 4277.427 to the right, improve=4.536677, (0 missing)
      c7 < 4231.551 to the left,  improve=4.216061, (0 missing)
      c5 < 4100.07  to the left,  improve=3.910736, (0 missing)
      c2 < 4269.576 to the left,  improve=3.510660, (0 missing)
  Surrogate splits:
      c4  < 4625.731 to the left,  agree=0.641, adj=0.071, (0 split)
      c7  < 4235.387 to the left,  agree=0.641, adj=0.071, (0 split)
      c16 < 4315.625 to the right, agree=0.641, adj=0.071, (0 split)
      c1  < 4272.708 to the right, agree=0.635, adj=0.057, (0 split)
      c3  < 3988.876 to the right, agree=0.635, adj=0.057, (0 split)

Node number 218: 96 observations,    complexity param=0.0009572431
  predicted class=open    expected loss=0.3645833  P(node) =0.009173435
    class counts:    35    61
   probabilities: 0.365 0.635 
  left son=436 (13 obs) right son=437 (83 obs)
  Primary splits:
      c9  < 4202.948 to the right, improve=6.974069, (0 missing)
      c4  < 4616.112 to the left,  improve=5.475223, (0 missing)
      c6  < 4330.08  to the left,  improve=4.565747, (0 missing)
      c10 < 4624.637 to the right, improve=4.547348, (0 missing)
      c7  < 4195.497 to the left,  improve=4.259386, (0 missing)
  Surrogate splits:
      c10 < 4621.078 to the right, agree=0.927, adj=0.462, (0 split)
      c3  < 3937.158 to the left,  agree=0.885, adj=0.154, (0 split)
      c15 < 4557.41  to the left,  agree=0.885, adj=0.154, (0 split)

Node number 219: 126 observations,    complexity param=0.0004254414
  predicted class=open    expected loss=0.0952381  P(node) =0.01204013
    class counts:    12   114
   probabilities: 0.095 0.905 
  left son=438 (2 obs) right son=439 (124 obs)
  Primary splits:
      c7  < 4201.485 to the left,  improve=3.327189, (0 missing)
      c12 < 4283.074 to the right, improve=1.650286, (0 missing)
      c16 < 4358.651 to the right, improve=1.650286, (0 missing)
      c10 < 4607.723 to the right, improve=1.529101, (0 missing)
      c6  < 4316.146 to the left,  improve=1.353630, (0 missing)

Node number 222: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 223: 107 observations,    complexity param=0.0001063603
  predicted class=open    expected loss=0.01869159  P(node) =0.01022456
    class counts:     2   105
   probabilities: 0.019 0.981 
  left son=446 (2 obs) right son=447 (105 obs)
  Primary splits:
      c8  < 4054.098 to the right, improve=0.9442813, (0 missing)
      c16 < 4268.425 to the left,  improve=0.1832982, (0 missing)
      c2  < 4232.844 to the left,  improve=0.1252336, (0 missing)
      c3  < 4014.821 to the left,  improve=0.1252336, (0 missing)
      c5  < 4144.831 to the right, improve=0.1129529, (0 missing)

Node number 224: 52 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.01923077  P(node) =0.004968944
    class counts:    51     1
   probabilities: 0.981 0.019 
  left son=448 (51 obs) right son=449 (1 obs)
  Primary splits:
      c2  < 4272.258 to the left,  improve=1.9615380, (0 missing)
      c1  < 4309.571 to the left,  improve=0.6282051, (0 missing)
      c9  < 4190.605 to the right, improve=0.4615385, (0 missing)
      c15 < 4574.291 to the right, improve=0.4615385, (0 missing)
      c5  < 4111.06  to the left,  improve=0.2948718, (0 missing)

Node number 225: 44 observations,    complexity param=0.0008508828
  predicted class=closed  expected loss=0.3409091  P(node) =0.004204491
    class counts:    29    15
   probabilities: 0.659 0.341 
  left son=450 (34 obs) right son=451 (10 obs)
  Primary splits:
      c2  < 4251.686 to the right, improve=8.090374, (0 missing)
      c4  < 4613.147 to the right, improve=6.035885, (0 missing)
      c3  < 4029.597 to the right, improve=3.835227, (0 missing)
      c13 < 4278.723 to the right, improve=3.713780, (0 missing)
      c6  < 4344.84  to the left,  improve=3.217172, (0 missing)
  Surrogate splits:
      c5 < 4116.38  to the right, agree=0.841, adj=0.3, (0 split)
      c4 < 4603.651 to the right, agree=0.818, adj=0.2, (0 split)

Node number 226: 98 observations,    complexity param=0.0006381621
  predicted class=closed  expected loss=0.2244898  P(node) =0.009364548
    class counts:    76    22
   probabilities: 0.776 0.224 
  left son=452 (64 obs) right son=453 (34 obs)
  Primary splits:
      c2  < 4267.382 to the right, improve=6.306273, (0 missing)
      c15 < 4611.121 to the left,  improve=3.814757, (0 missing)
      c11 < 4156.521 to the right, improve=3.722449, (0 missing)
      c3  < 4058.498 to the left,  improve=2.499261, (0 missing)
      c12 < 4211.429 to the right, improve=2.172387, (0 missing)
  Surrogate splits:
      c4  < 4604.219 to the right, agree=0.714, adj=0.176, (0 split)
      c9  < 4179.246 to the right, agree=0.694, adj=0.118, (0 split)
      c13 < 4265.342 to the right, agree=0.694, adj=0.118, (0 split)
      c1  < 4311.753 to the right, agree=0.684, adj=0.088, (0 split)
      c6  < 4322.68  to the right, agree=0.684, adj=0.088, (0 split)

Node number 227: 2240 observations,    complexity param=0.004169326
  predicted class=open    expected loss=0.3986607  P(node) =0.2140468
    class counts:   893  1347
   probabilities: 0.399 0.601 
  left son=454 (1994 obs) right son=455 (246 obs)
  Primary splits:
      c3  < 4023.197 to the left,  improve=27.69851, (0 missing)
      c2  < 4244.287 to the left,  improve=21.99476, (0 missing)
      c15 < 4589.581 to the left,  improve=21.69021, (0 missing)
      c5  < 4111.77  to the left,  improve=21.57025, (0 missing)
      c4  < 4606.945 to the left,  improve=21.00457, (0 missing)
  Surrogate splits:
      c5  < 4147.641 to the left,  agree=0.895, adj=0.041, (0 split)
      c1  < 4311.134 to the left,  agree=0.891, adj=0.008, (0 split)
      c2  < 4287.467 to the left,  agree=0.891, adj=0.004, (0 split)
      c7  < 4192.341 to the right, agree=0.891, adj=0.004, (0 split)
      c12 < 4176.446 to the right, agree=0.891, adj=0.004, (0 split)

Node number 228: 5 observations
  predicted class=closed  expected loss=0  P(node) =0.0004777831
    class counts:     5     0
   probabilities: 1.000 0.000 

Node number 229: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 230: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 231: 123 observations,    complexity param=0.0001063603
  predicted class=open    expected loss=0.008130081  P(node) =0.01175346
    class counts:     1   122
   probabilities: 0.008 0.992 
  left son=462 (4 obs) right son=463 (119 obs)
  Primary splits:
      c5  < 4105.766 to the left,  improve=0.48373980, (0 missing)
      c3  < 3997.064 to the left,  improve=0.38373980, (0 missing)
      c6  < 4320.95  to the left,  improve=0.26945410, (0 missing)
      c16 < 4360.005 to the right, improve=0.09485095, (0 missing)
      c9  < 4182.255 to the left,  improve=0.07069636, (0 missing)

Node number 232: 27 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.1111111  P(node) =0.002580029
    class counts:    24     3
   probabilities: 0.889 0.111 
  left son=464 (24 obs) right son=465 (3 obs)
  Primary splits:
      c1  < 4211.101 to the right, improve=2.083333, (0 missing)
      c2  < 4211.317 to the right, improve=1.641026, (0 missing)
      c10 < 4584.721 to the right, improve=1.641026, (0 missing)
      c13 < 4241.739 to the right, improve=1.641026, (0 missing)
      c16 < 4331.763 to the left,  improve=1.641026, (0 missing)
  Surrogate splits:
      c15 < 4541.843 to the right, agree=0.926, adj=0.333, (0 split)

Node number 233: 26 observations,    complexity param=0.0009572431
  predicted class=open    expected loss=0.4230769  P(node) =0.002484472
    class counts:    11    15
   probabilities: 0.423 0.577 
  left son=466 (7 obs) right son=467 (19 obs)
  Primary splits:
      c10 < 4600.934 to the left,  improve=3.609601, (0 missing)
      c6  < 4327.328 to the left,  improve=3.528671, (0 missing)
      c13 < 4276.052 to the right, improve=3.146853, (0 missing)
      c7  < 4233.421 to the right, improve=2.257525, (0 missing)
      c9  < 4216.032 to the right, improve=2.257525, (0 missing)
  Surrogate splits:
      c7  < 4204.234 to the left,  agree=0.846, adj=0.429, (0 split)
      c9  < 4178.709 to the left,  agree=0.808, adj=0.286, (0 split)
      c1  < 4252.428 to the left,  agree=0.769, adj=0.143, (0 split)
      c6  < 4327.328 to the left,  agree=0.769, adj=0.143, (0 split)
      c11 < 4162.004 to the left,  agree=0.769, adj=0.143, (0 split)

Node number 234: 8 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.125  P(node) =0.0007644529
    class counts:     7     1
   probabilities: 0.875 0.125 
  left son=468 (7 obs) right son=469 (1 obs)
  Primary splits:
      c6  < 4341.885 to the left,  improve=1.75, (0 missing)
      c11 < 4146.477 to the right, improve=1.75, (0 missing)
      c4  < 4613.908 to the right, improve=0.75, (0 missing)
      c8  < 4073.233 to the right, improve=0.75, (0 missing)
      c9  < 4186.113 to the right, improve=0.75, (0 missing)

Node number 235: 52 observations,    complexity param=0.0006381621
  predicted class=open    expected loss=0.1730769  P(node) =0.004968944
    class counts:     9    43
   probabilities: 0.173 0.827 
  left son=470 (3 obs) right son=471 (49 obs)
  Primary splits:
      c4  < 4597.02  to the left,  improve=4.354003, (0 missing)
      c5  < 4080.909 to the left,  improve=4.354003, (0 missing)
      c15 < 4590.029 to the right, improve=2.884615, (0 missing)
      c3  < 3943.914 to the left,  improve=2.844615, (0 missing)
      c9  < 4187.39  to the left,  improve=2.646520, (0 missing)
  Surrogate splits:
      c5 < 4080.909 to the left,  agree=0.962, adj=0.333, (0 split)

Node number 236: 65 observations,    complexity param=0.001382685
  predicted class=closed  expected loss=0.4  P(node) =0.00621118
    class counts:    39    26
   probabilities: 0.600 0.400 
  left son=472 (38 obs) right son=473 (27 obs)
  Primary splits:
      c8  < 4063.473 to the right, improve=6.568421, (0 missing)
      c3  < 3999.056 to the left,  improve=5.754878, (0 missing)
      c2  < 4211.626 to the right, improve=5.648276, (0 missing)
      c4  < 4609.069 to the right, improve=4.430769, (0 missing)
      c13 < 4237.321 to the right, improve=3.524930, (0 missing)
  Surrogate splits:
      c7 < 4199.493 to the right, agree=0.723, adj=0.333, (0 split)
      c2 < 4211.626 to the right, agree=0.692, adj=0.259, (0 split)
      c4 < 4607.024 to the right, agree=0.692, adj=0.259, (0 split)
      c9 < 4173.12  to the right, agree=0.677, adj=0.222, (0 split)
      c3 < 4020.678 to the left,  agree=0.662, adj=0.185, (0 split)

Node number 237: 57 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.03508772  P(node) =0.005446727
    class counts:     2    55
   probabilities: 0.035 0.965 
  left son=474 (1 obs) right son=475 (56 obs)
  Primary splits:
      c1  < 4256.201 to the right, improve=1.895363, (0 missing)
      c3  < 3997.735 to the left,  improve=1.895363, (0 missing)
      c5  < 4111.27  to the left,  improve=1.895363, (0 missing)
      c7  < 4210.265 to the right, improve=1.895363, (0 missing)
      c11 < 4147.143 to the right, improve=1.895363, (0 missing)

Node number 238: 36 observations,    complexity param=0.0009572431
  predicted class=open    expected loss=0.4722222  P(node) =0.003440038
    class counts:    17    19
   probabilities: 0.472 0.528 
  left son=476 (19 obs) right son=477 (17 obs)
  Primary splits:
      c15 < 4562.619 to the left,  improve=5.634847, (0 missing)
      c10 < 4608.896 to the left,  improve=4.970418, (0 missing)
      c11 < 4171.768 to the left,  improve=2.777778, (0 missing)
      c4  < 4622.429 to the right, improve=2.574986, (0 missing)
      c5  < 4150.827 to the right, improve=2.506944, (0 missing)
  Surrogate splits:
      c10 < 4608.896 to the left,  agree=0.806, adj=0.588, (0 split)
      c11 < 4185.624 to the left,  agree=0.778, adj=0.529, (0 split)
      c16 < 4322.576 to the left,  agree=0.750, adj=0.471, (0 split)
      c4  < 4610.49  to the right, agree=0.722, adj=0.412, (0 split)
      c1  < 4270.609 to the left,  agree=0.667, adj=0.294, (0 split)

Node number 239: 463 observations,    complexity param=0.0008508828
  predicted class=open    expected loss=0.1101512  P(node) =0.04424271
    class counts:    51   412
   probabilities: 0.110 0.890 
  left son=478 (12 obs) right son=479 (451 obs)
  Primary splits:
      c15 < 4610.018 to the right, improve=7.630802, (0 missing)
      c16 < 4323.406 to the right, improve=5.638105, (0 missing)
      c10 < 4595.094 to the left,  improve=4.236280, (0 missing)
      c5  < 4092.005 to the left,  improve=3.303040, (0 missing)
      c1  < 4272.674 to the right, improve=3.270047, (0 missing)
  Surrogate splits:
      c11 < 4212.124 to the right, agree=0.978, adj=0.167, (0 split)

Node number 240: 35 observations
  predicted class=closed  expected loss=0  P(node) =0.003344482
    class counts:    35     0
   probabilities: 1.000 0.000 

Node number 241: 6 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.3333333  P(node) =0.0005733397
    class counts:     4     2
   probabilities: 0.667 0.333 
  left son=482 (4 obs) right son=483 (2 obs)
  Primary splits:
      c2  < 4256.69  to the right, improve=2.666667, (0 missing)
      c7  < 4226.346 to the left,  improve=2.666667, (0 missing)
      c8  < 4111.938 to the right, improve=2.666667, (0 missing)
      c13 < 4276.48  to the right, improve=2.666667, (0 missing)
      c4  < 4629.953 to the right, improve=1.333333, (0 missing)
  Surrogate splits:
      c7  < 4226.346 to the left,  agree=1.000, adj=1.0, (0 split)
      c8  < 4111.938 to the right, agree=1.000, adj=1.0, (0 split)
      c13 < 4276.48  to the right, agree=1.000, adj=1.0, (0 split)
      c4  < 4629.953 to the right, agree=0.833, adj=0.5, (0 split)
      c6  < 4349.531 to the left,  agree=0.833, adj=0.5, (0 split)

Node number 242: 18 observations,    complexity param=0.0004254414
  predicted class=closed  expected loss=0.2777778  P(node) =0.001720019
    class counts:    13     5
   probabilities: 0.722 0.278 
  left son=484 (15 obs) right son=485 (3 obs)
  Primary splits:
      c6  < 4343.146 to the right, improve=3.755556, (0 missing)
      c2  < 4252.819 to the right, improve=2.347222, (0 missing)
      c3  < 3986.083 to the right, improve=2.347222, (0 missing)
      c5  < 4165.87  to the left,  improve=2.347222, (0 missing)
      c10 < 4647.635 to the right, improve=2.222222, (0 missing)
  Surrogate splits:
      c2 < 4252.819 to the right, agree=0.944, adj=0.667, (0 split)
      c3 < 3986.083 to the right, agree=0.944, adj=0.667, (0 split)
      c5 < 4118.526 to the right, agree=0.944, adj=0.667, (0 split)

Node number 243: 3 observations
  predicted class=open    expected loss=0  P(node) =0.0002866699
    class counts:     0     3
   probabilities: 0.000 1.000 

Node number 246: 2 observations
  predicted class=closed  expected loss=0  P(node) =0.0001911132
    class counts:     2     0
   probabilities: 1.000 0.000 

Node number 247: 15 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.06666667  P(node) =0.001433349
    class counts:     1    14
   probabilities: 0.067 0.933 
  left son=494 (1 obs) right son=495 (14 obs)
  Primary splits:
      c1  < 4305.36  to the right, improve=1.866667, (0 missing)
      c7  < 4237.534 to the right, improve=1.866667, (0 missing)
      c9  < 4224.128 to the right, improve=1.866667, (0 missing)
      c15 < 4603.672 to the right, improve=1.866667, (0 missing)
      c16 < 4346.523 to the right, improve=1.866667, (0 missing)

Node number 248: 306 observations,    complexity param=0.001223144
  predicted class=open    expected loss=0.4379085  P(node) =0.02924032
    class counts:   134   172
   probabilities: 0.438 0.562 
  left son=496 (99 obs) right son=497 (207 obs)
  Primary splits:
      c8  < 4091.657 to the right, improve=9.300163, (0 missing)
      c5  < 4131.078 to the right, improve=9.221302, (0 missing)
      c10 < 4625.344 to the left,  improve=7.456913, (0 missing)
      c15 < 4563.908 to the left,  improve=6.532415, (0 missing)
      c6  < 4337.995 to the right, improve=6.532317, (0 missing)
  Surrogate splits:
      c2  < 4247.503 to the left,  agree=0.709, adj=0.101, (0 split)
      c1  < 4275.276 to the left,  agree=0.706, adj=0.091, (0 split)
      c4  < 4632.523 to the right, agree=0.690, adj=0.040, (0 split)
      c15 < 4563.908 to the left,  agree=0.690, adj=0.040, (0 split)
      c5  < 4102.901 to the left,  agree=0.686, adj=0.030, (0 split)

Node number 249: 82 observations,    complexity param=0.0008508828
  predicted class=open    expected loss=0.1341463  P(node) =0.007835643
    class counts:    11    71
   probabilities: 0.134 0.866 
  left son=498 (4 obs) right son=499 (78 obs)
  Primary splits:
      c15 < 4537.761 to the left,  improve=6.305191, (0 missing)
      c1  < 4227.449 to the left,  improve=4.669034, (0 missing)
      c16 < 4278.26  to the left,  improve=4.669034, (0 missing)
      c13 < 4245.669 to the left,  improve=3.189806, (0 missing)
      c7  < 4197.676 to the left,  improve=1.766080, (0 missing)
  Surrogate splits:
      c1  < 4227.449 to the left,  agree=0.988, adj=0.75, (0 split)
      c16 < 4278.26  to the left,  agree=0.988, adj=0.75, (0 split)
      c13 < 4242.879 to the left,  agree=0.976, adj=0.50, (0 split)

Node number 250: 48 observations,    complexity param=0.0008508828
  predicted class=closed  expected loss=0.5  P(node) =0.004586718
    class counts:    24    24
   probabilities: 0.500 0.500 
  left son=500 (8 obs) right son=501 (40 obs)
  Primary splits:
      c6  < 4378.024 to the right, improve=4.800000, (0 missing)
      c11 < 4219.481 to the left,  improve=4.687500, (0 missing)
      c5  < 4111.382 to the right, improve=4.097561, (0 missing)
      c10 < 4625.059 to the left,  improve=4.097561, (0 missing)
      c12 < 4245.901 to the right, improve=3.428571, (0 missing)
  Surrogate splits:
      c3  < 4040.783 to the right, agree=0.896, adj=0.375, (0 split)
      c4  < 4652.285 to the right, agree=0.875, adj=0.250, (0 split)
      c5  < 4143.716 to the right, agree=0.875, adj=0.250, (0 split)
      c12 < 4252.129 to the right, agree=0.875, adj=0.250, (0 split)

Node number 251: 244 observations,    complexity param=0.0005318017
  predicted class=open    expected loss=0.1188525  P(node) =0.02331581
    class counts:    29   215
   probabilities: 0.119 0.881 
  left son=502 (27 obs) right son=503 (217 obs)
  Primary splits:
      c16 < 4360.912 to the right, improve=3.841154, (0 missing)
      c3  < 4006.838 to the left,  improve=1.933116, (0 missing)
      c7  < 4195.078 to the left,  improve=1.823017, (0 missing)
      c9  < 4180.001 to the left,  improve=1.823017, (0 missing)
      c5  < 4121.371 to the left,  improve=1.567533, (0 missing)
  Surrogate splits:
      c2 < 4304.533 to the right, agree=0.898, adj=0.074, (0 split)
      c8 < 4079.993 to the left,  agree=0.898, adj=0.074, (0 split)

Node number 252: 14 observations,    complexity param=0.0004254414
  predicted class=closed  expected loss=0.1428571  P(node) =0.001337793
    class counts:    12     2
   probabilities: 0.857 0.143 
  left son=504 (12 obs) right son=505 (2 obs)
  Primary splits:
      c3  < 4006.764 to the right, improve=3.428571, (0 missing)
      c15 < 4587.793 to the left,  improve=3.428571, (0 missing)
      c9  < 4205.235 to the left,  improve=2.095238, (0 missing)
      c11 < 4205.064 to the left,  improve=2.095238, (0 missing)
      c4  < 4639.902 to the left,  improve=1.582418, (0 missing)
  Surrogate splits:
      c15 < 4587.793 to the left,  agree=1.000, adj=1.0, (0 split)
      c9  < 4205.235 to the left,  agree=0.929, adj=0.5, (0 split)
      c11 < 4205.064 to the left,  agree=0.929, adj=0.5, (0 split)

Node number 253: 183 observations,    complexity param=0.001063603
  predicted class=open    expected loss=0.2240437  P(node) =0.01748686
    class counts:    41   142
   probabilities: 0.224 0.776 
  left son=506 (7 obs) right son=507 (176 obs)
  Primary splits:
      c9  < 4222.067 to the right, improve=5.834584, (0 missing)
      c16 < 4339.971 to the right, improve=4.530041, (0 missing)
      c7  < 4214.987 to the right, improve=4.183423, (0 missing)
      c4  < 4633.633 to the left,  improve=3.746836, (0 missing)
      c3  < 4042.272 to the left,  improve=2.773069, (0 missing)
  Surrogate splits:
      c7 < 4243.924 to the right, agree=0.978, adj=0.429, (0 split)

Node number 254: 44 observations,    complexity param=0.0007445224
  predicted class=open    expected loss=0.3409091  P(node) =0.004204491
    class counts:    15    29
   probabilities: 0.341 0.659 
  left son=508 (17 obs) right son=509 (27 obs)
  Primary splits:
      c1  < 4305.991 to the right, improve=7.380570, (0 missing)
      c16 < 4356.805 to the right, improve=3.389285, (0 missing)
      c10 < 4602.012 to the left,  improve=2.797118, (0 missing)
      c4  < 4629.068 to the left,  improve=2.672727, (0 missing)
      c9  < 4207.994 to the left,  improve=1.961233, (0 missing)
  Surrogate splits:
      c16 < 4356.805 to the right, agree=0.818, adj=0.529, (0 split)
      c11 < 4215.369 to the right, agree=0.795, adj=0.471, (0 split)
      c2  < 4289.377 to the right, agree=0.705, adj=0.235, (0 split)
      c5  < 4152.966 to the right, agree=0.705, adj=0.235, (0 split)
      c10 < 4602.012 to the left,  agree=0.682, adj=0.176, (0 split)

Node number 255: 677 observations,    complexity param=0.0004963483
  predicted class=open    expected loss=0.07976366  P(node) =0.06469183
    class counts:    54   623
   probabilities: 0.080 0.920 
  left son=510 (84 obs) right son=511 (593 obs)
  Primary splits:
      c10 < 4628.333 to the right, improve=2.883677, (0 missing)
      c8  < 4065.145 to the left,  improve=1.904450, (0 missing)
      c4  < 4629.331 to the left,  improve=1.881565, (0 missing)
      c13 < 4249.047 to the left,  improve=1.721132, (0 missing)
      c5  < 4143.449 to the right, improve=1.385824, (0 missing)
  Surrogate splits:
      c7  < 4248.625 to the right, agree=0.886, adj=0.083, (0 split)
      c9  < 4231.252 to the right, agree=0.882, adj=0.048, (0 split)
      c11 < 4226.269 to the right, agree=0.882, adj=0.048, (0 split)
      c8  < 4079.804 to the right, agree=0.879, adj=0.024, (0 split)

Node number 256: 259 observations,    complexity param=0.0001276324
  predicted class=closed  expected loss=0.01158301  P(node) =0.02474916
    class counts:   256     3
   probabilities: 0.988 0.012 
  left son=512 (227 obs) right son=513 (32 obs)
  Primary splits:
      c16 < 4380.224 to the right, improve=0.1893125, (0 missing)
      c12 < 4248.444 to the left,  improve=0.1396344, (0 missing)
      c2  < 4285.311 to the left,  improve=0.1168684, (0 missing)
      c10 < 4604.414 to the right, improve=0.1168684, (0 missing)
      c4  < 4619.945 to the left,  improve=0.1069725, (0 missing)
  Surrogate splits:
      c15 < 4604.032 to the right, agree=0.888, adj=0.094, (0 split)
      c1  < 4281.686 to the right, agree=0.880, adj=0.031, (0 split)
      c11 < 4173.144 to the right, agree=0.880, adj=0.031, (0 split)

Node number 257: 5 observations,    complexity param=0.0001276324
  predicted class=closed  expected loss=0.2  P(node) =0.0004777831
    class counts:     4     1
   probabilities: 0.800 0.200 
  left son=514 (4 obs) right son=515 (1 obs)
  Primary splits:
      c4 < 4643.936 to the right, improve=1.6, (0 missing)
      c5 < 4123.322 to the left,  improve=1.6, (0 missing)
      c6 < 4351.158 to the right, improve=1.6, (0 missing)
      c7 < 4238.366 to the right, improve=1.6, (0 missing)
      c8 < 4085.577 to the right, improve=1.6, (0 missing)

Node number 258: 44 observations,    complexity param=0.0001701766
  predicted class=closed  expected loss=0.04545455  P(node) =0.004204491
    class counts:    42     2
   probabilities: 0.955 0.045 
  left son=516 (37 obs) right son=517 (7 obs)
  Primary splits:
      c5  < 4099.821 to the right, improve=0.9610390, (0 missing)
      c11 < 4224.097 to the left,  improve=0.9610390, (0 missing)
      c10 < 4618.473 to the left,  improve=0.6181818, (0 missing)
      c4  < 4610.502 to the left,  improve=0.5454545, (0 missing)
      c12 < 4254.323 to the left,  improve=0.5336290, (0 missing)
  Surrogate splits:
      c3  < 3955.547 to the right, agree=0.909, adj=0.429, (0 split)
      c11 < 4224.097 to the left,  agree=0.864, adj=0.143, (0 split)

Node number 259: 9 observations,    complexity param=0.0001701766
  predicted class=closed  expected loss=0.4444444  P(node) =0.0008600096
    class counts:     5     4
   probabilities: 0.556 0.444 
  left son=518 (4 obs) right son=519 (5 obs)
  Primary splits:
      c6  < 4342.2   to the right, improve=2.844444, (0 missing)
      c9  < 4201.102 to the left,  improve=2.844444, (0 missing)
      c1  < 4340.403 to the right, improve=1.777778, (0 missing)
      c16 < 4405.375 to the right, improve=1.777778, (0 missing)
      c5  < 4106.121 to the right, improve=1.587302, (0 missing)
  Surrogate splits:
      c9  < 4201.102 to the left,  agree=1.000, adj=1.00, (0 split)
      c1  < 4340.403 to the right, agree=0.889, adj=0.75, (0 split)
      c16 < 4391.065 to the right, agree=0.889, adj=0.75, (0 split)
      c5  < 4113.816 to the right, agree=0.778, adj=0.50, (0 split)
      c7  < 4253.344 to the right, agree=0.778, adj=0.50, (0 split)

Node number 264: 64 observations
  predicted class=closed  expected loss=0  P(node) =0.006115624
    class counts:    64     0
   probabilities: 1.000 0.000 

Node number 265: 3 observations,    complexity param=0.0001063603
  predicted class=closed  expected loss=0.3333333  P(node) =0.0002866699
    class counts:     2     1
   probabilities: 0.667 0.333 
  left son=530 (2 obs) right son=531 (1 obs)
  Primary splits:
      c1 < 4299.828 to the right, improve=1.333333, (0 missing)
      c2 < 4261.585 to the left,  improve=1.333333, (0 missing)
      c4 < 4613.068 to the left,  improve=1.333333, (0 missing)
      c5 < 4119.074 to the right, improve=1.333333, (0 missing)
      c6 < 4338.611 to the left,  improve=1.333333, (0 missing)

Node number 266: 4 observations
  predicted class=closed  expected loss=0  P(node) =0.0003822265
    class counts:     4     0
   probabilities: 1.000 0.000 

Node number 267: 4 observations
  predicted class=open    expected loss=0  P(node) =0.0003822265
    class counts:     0     4
   probabilities: 0.000 1.000 

Node number 268: 8 observations
  predicted class=closed  expected loss=0  P(node) =0.0007644529
    class counts:     8     0
   probabilities: 1.000 0.000 

Node number 269: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 270: 3 observations
  predicted class=closed  expected loss=0  P(node) =0.0002866699
    class counts:     3     0
   probabilities: 1.000 0.000 

Node number 271: 13 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.1538462  P(node) =0.001242236
    class counts:     2    11
   probabilities: 0.154 0.846 
  left son=542 (3 obs) right son=543 (10 obs)
  Primary splits:
      c16 < 4390.861 to the right, improve=2.051282, (0 missing)
      c2  < 4277.316 to the right, improve=1.551282, (0 missing)
      c3  < 3959.249 to the left,  improve=1.551282, (0 missing)
      c4  < 4602.326 to the left,  improve=1.551282, (0 missing)
      c5  < 4084.593 to the left,  improve=1.551282, (0 missing)
  Surrogate splits:
      c11 < 4231.268 to the right, agree=0.923, adj=0.667, (0 split)
      c15 < 4651.3   to the right, agree=0.923, adj=0.667, (0 split)
      c5  < 4089.506 to the left,  agree=0.846, adj=0.333, (0 split)

Node number 314: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 315: 9 observations
  predicted class=open    expected loss=0  P(node) =0.0008600096
    class counts:     0     9
   probabilities: 0.000 1.000 

Node number 316: 10 observations,    complexity param=0.0003545345
  predicted class=closed  expected loss=0.4  P(node) =0.0009555662
    class counts:     6     4
   probabilities: 0.600 0.400 
  left son=632 (5 obs) right son=633 (5 obs)
  Primary splits:
      c12 < 4226.257 to the left,  improve=3.200000, (0 missing)
      c3  < 3960.379 to the right, improve=3.085714, (0 missing)
      c1  < 4290.371 to the right, improve=1.633333, (0 missing)
      c16 < 4366.238 to the right, improve=1.633333, (0 missing)
      c2  < 4262.669 to the right, improve=1.371429, (0 missing)
  Surrogate splits:
      c3 < 3970.21  to the right, agree=0.9, adj=0.8, (0 split)
      c1 < 4291.782 to the right, agree=0.8, adj=0.6, (0 split)
      c4 < 4619.944 to the left,  agree=0.8, adj=0.6, (0 split)
      c2 < 4266.523 to the right, agree=0.7, adj=0.4, (0 split)
      c6 < 4340.342 to the left,  agree=0.7, adj=0.4, (0 split)

Node number 317: 9 observations
  predicted class=open    expected loss=0  P(node) =0.0008600096
    class counts:     0     9
   probabilities: 0.000 1.000 

Node number 320: 339 observations,    complexity param=0.0002481741
  predicted class=closed  expected loss=0.04129794  P(node) =0.03239369
    class counts:   325    14
   probabilities: 0.959 0.041 
  left son=640 (338 obs) right son=641 (1 obs)
  Primary splits:
      c10 < 4594.281 to the right, improve=1.843658, (0 missing)
      c13 < 4334.068 to the left,  improve=1.843658, (0 missing)
      c5  < 4164.174 to the left,  improve=1.347129, (0 missing)
      c8  < 4105.224 to the right, improve=1.122260, (0 missing)
      c4  < 4641.023 to the left,  improve=1.028363, (0 missing)

Node number 321: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 322: 57 observations,    complexity param=0.0003722612
  predicted class=closed  expected loss=0.1403509  P(node) =0.005446727
    class counts:    49     8
   probabilities: 0.860 0.140 
  left son=644 (52 obs) right son=645 (5 obs)
  Primary splits:
      c5  < 4107.864 to the right, improve=2.315924, (0 missing)
      c1  < 4315.292 to the right, improve=1.883418, (0 missing)
      c15 < 4616.563 to the right, improve=1.754386, (0 missing)
      c16 < 4382.207 to the right, improve=1.588133, (0 missing)
      c8  < 4097.839 to the left,  improve=1.570602, (0 missing)
  Surrogate splits:
      c4  < 4610.57  to the right, agree=0.93, adj=0.2, (0 split)
      c6  < 4327.32  to the right, agree=0.93, adj=0.2, (0 split)
      c11 < 4190.836 to the right, agree=0.93, adj=0.2, (0 split)

Node number 323: 29 observations,    complexity param=0.0007799759
  predicted class=open    expected loss=0.4482759  P(node) =0.002771142
    class counts:    13    16
   probabilities: 0.448 0.552 
  left son=646 (8 obs) right son=647 (21 obs)
  Primary splits:
      c15 < 4638.107 to the right, improve=6.725780, (0 missing)
      c16 < 4392.423 to the right, improve=4.605697, (0 missing)
      c9  < 4221.826 to the right, improve=4.023399, (0 missing)
      c5  < 4140.037 to the right, improve=3.727181, (0 missing)
      c11 < 4222.363 to the right, improve=2.963875, (0 missing)
  Surrogate splits:
      c9  < 4221.826 to the right, agree=0.931, adj=0.750, (0 split)
      c7  < 4255.783 to the right, agree=0.862, adj=0.500, (0 split)
      c6  < 4382.292 to the right, agree=0.828, adj=0.375, (0 split)
      c12 < 4241.39  to the right, agree=0.828, adj=0.375, (0 split)
      c13 < 4301.218 to the right, agree=0.828, adj=0.375, (0 split)

Node number 324: 107 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.02803738  P(node) =0.01022456
    class counts:   104     3
   probabilities: 0.972 0.028 
  left son=648 (106 obs) right son=649 (1 obs)
  Primary splits:
      c2  < 4312.396 to the right, improve=1.9072470, (0 missing)
      c8  < 4109.292 to the right, improve=1.9072470, (0 missing)
      c1  < 4357.227 to the right, improve=1.3317760, (0 missing)
      c5  < 4164.471 to the right, improve=0.9079662, (0 missing)
      c16 < 4419.382 to the right, improve=0.3772302, (0 missing)

Node number 325: 63 observations,    complexity param=0.001595405
  predicted class=closed  expected loss=0.3492063  P(node) =0.006020067
    class counts:    41    22
   probabilities: 0.651 0.349 
  left son=650 (36 obs) right son=651 (27 obs)
  Primary splits:
      c1  < 4379.953 to the right, improve=17.357140, (0 missing)
      c16 < 4439.321 to the right, improve= 9.455433, (0 missing)
      c5  < 4193.504 to the right, improve= 7.682540, (0 missing)
      c6  < 4396.049 to the right, improve= 7.212279, (0 missing)
      c8  < 4126.445 to the right, improve= 6.890240, (0 missing)
  Surrogate splits:
      c5  < 4183.865 to the right, agree=0.762, adj=0.444, (0 split)
      c8  < 4126.445 to the right, agree=0.762, adj=0.444, (0 split)
      c2  < 4333.366 to the right, agree=0.746, adj=0.407, (0 split)
      c6  < 4397.07  to the right, agree=0.746, adj=0.407, (0 split)
      c16 < 4439.321 to the right, agree=0.714, adj=0.333, (0 split)

Node number 326: 2 observations
  predicted class=closed  expected loss=0  P(node) =0.0001911132
    class counts:     2     0
   probabilities: 1.000 0.000 

Node number 327: 58 observations
  predicted class=open    expected loss=0  P(node) =0.005542284
    class counts:     0    58
   probabilities: 0.000 1.000 

Node number 352: 375 observations,    complexity param=0.0009572431
  predicted class=closed  expected loss=0.224  P(node) =0.03583373
    class counts:   291    84
   probabilities: 0.776 0.224 
  left son=704 (120 obs) right son=705 (255 obs)
  Primary splits:
      c11 < 4199.087 to the left,  improve=4.721922, (0 missing)
      c8  < 4072.915 to the left,  improve=4.383756, (0 missing)
      c15 < 4668.382 to the left,  improve=4.156982, (0 missing)
      c6  < 4322.613 to the left,  improve=3.901578, (0 missing)
      c2  < 4264.885 to the right, improve=3.600353, (0 missing)
  Surrogate splits:
      c7  < 4220.861 to the left,  agree=0.728, adj=0.150, (0 split)
      c9  < 4185.589 to the left,  agree=0.728, adj=0.150, (0 split)
      c13 < 4274.384 to the left,  agree=0.717, adj=0.117, (0 split)
      c6  < 4321.659 to the left,  agree=0.704, adj=0.075, (0 split)
      c10 < 4589.896 to the left,  agree=0.704, adj=0.075, (0 split)

Node number 353: 181 observations,    complexity param=0.001382685
  predicted class=closed  expected loss=0.4033149  P(node) =0.01729575
    class counts:   108    73
   probabilities: 0.597 0.403 
  left son=706 (136 obs) right son=707 (45 obs)
  Primary splits:
      c7 < 4237.07  to the left,  improve=6.964388, (0 missing)
      c9 < 4199.393 to the left,  improve=6.049927, (0 missing)
      c4 < 4610.532 to the left,  improve=4.156169, (0 missing)
      c1 < 4302.643 to the left,  improve=3.661477, (0 missing)
      c2 < 4280.577 to the left,  improve=3.331227, (0 missing)
  Surrogate splits:
      c10 < 4627.812 to the left,  agree=0.768, adj=0.067, (0 split)
      c12 < 4199.023 to the right, agree=0.768, adj=0.067, (0 split)
      c9  < 4212.606 to the left,  agree=0.762, adj=0.044, (0 split)
      c15 < 4614.37  to the left,  agree=0.762, adj=0.044, (0 split)
      c1  < 4302.643 to the left,  agree=0.757, adj=0.022, (0 split)

Node number 354: 4 observations
  predicted class=closed  expected loss=0  P(node) =0.0003822265
    class counts:     4     0
   probabilities: 1.000 0.000 

Node number 355: 25 observations,    complexity param=0.0004254414
  predicted class=open    expected loss=0.08  P(node) =0.002388915
    class counts:     2    23
   probabilities: 0.080 0.920 
  left son=710 (2 obs) right son=711 (23 obs)
  Primary splits:
      c5  < 4110.263 to the left,  improve=3.680000, (0 missing)
      c1  < 4401.343 to the right, improve=1.763333, (0 missing)
      c4  < 4568.783 to the left,  improve=1.763333, (0 missing)
      c6  < 4321.213 to the left,  improve=1.763333, (0 missing)
      c11 < 4266.028 to the right, improve=1.763333, (0 missing)

Node number 356: 42 observations,    complexity param=0.0004254414
  predicted class=closed  expected loss=0.1190476  P(node) =0.004013378
    class counts:    37     5
   probabilities: 0.881 0.119 
  left son=712 (36 obs) right son=713 (6 obs)
  Primary splits:
      c8  < 4080.574 to the left,  improve=4.1984130, (0 missing)
      c1  < 4295.995 to the right, improve=1.5900120, (0 missing)
      c15 < 4600.866 to the right, improve=1.5900120, (0 missing)
      c16 < 4492.167 to the left,  improve=1.5900120, (0 missing)
      c7  < 4251.753 to the right, improve=0.9834369, (0 missing)
  Surrogate splits:
      c4 < 4616.338 to the left,  agree=0.881, adj=0.167, (0 split)

Node number 357: 11 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.09090909  P(node) =0.001051123
    class counts:     1    10
   probabilities: 0.091 0.909 
  left son=714 (1 obs) right son=715 (10 obs)
  Primary splits:
      c1  < 4398.586 to the left,  improve=1.818182, (0 missing)
      c4  < 4609.332 to the right, improve=1.818182, (0 missing)
      c5  < 4126.338 to the left,  improve=1.818182, (0 missing)
      c9  < 4225.087 to the right, improve=1.818182, (0 missing)
      c10 < 4624.309 to the right, improve=1.818182, (0 missing)

Node number 358: 11 observations
  predicted class=closed  expected loss=0  P(node) =0.001051123
    class counts:    11     0
   probabilities: 1.000 0.000 

Node number 359: 201 observations,    complexity param=0.001169964
  predicted class=open    expected loss=0.318408  P(node) =0.01920688
    class counts:    64   137
   probabilities: 0.318 0.682 
  left son=718 (55 obs) right son=719 (146 obs)
  Primary splits:
      c6  < 4343.153 to the right, improve=6.606421, (0 missing)
      c8  < 4065.11  to the left,  improve=5.541582, (0 missing)
      c4  < 4612.196 to the right, improve=5.029823, (0 missing)
      c15 < 4678.558 to the left,  improve=3.926243, (0 missing)
      c13 < 4266.571 to the left,  improve=3.792004, (0 missing)
  Surrogate splits:
      c4  < 4616.621 to the right, agree=0.761, adj=0.127, (0 split)
      c16 < 4367.65  to the left,  agree=0.751, adj=0.091, (0 split)
      c9  < 4212.51  to the right, agree=0.746, adj=0.073, (0 split)
      c8  < 4039.542 to the left,  agree=0.736, adj=0.036, (0 split)
      c10 < 4628.164 to the right, agree=0.736, adj=0.036, (0 split)

Node number 360: 83 observations,    complexity param=0.0004254414
  predicted class=closed  expected loss=0.06024096  P(node) =0.007931199
    class counts:    78     5
   probabilities: 0.940 0.060 
  left son=720 (81 obs) right son=721 (2 obs)
  Primary splits:
      c4  < 4644.976 to the left,  improve=3.6198130, (0 missing)
      c6  < 4365.862 to the left,  improve=1.2283600, (0 missing)
      c8  < 4078.003 to the right, improve=0.7992467, (0 missing)
      c15 < 4745.405 to the left,  improve=0.7926521, (0 missing)
      c11 < 4233.996 to the left,  improve=0.7864793, (0 missing)

Node number 361: 3 observations
  predicted class=open    expected loss=0  P(node) =0.0002866699
    class counts:     0     3
   probabilities: 0.000 1.000 

Node number 362: 45 observations,    complexity param=0.0009217897
  predicted class=closed  expected loss=0.4444444  P(node) =0.004300048
    class counts:    25    20
   probabilities: 0.556 0.444 
  left son=724 (35 obs) right son=725 (10 obs)
  Primary splits:
      c10 < 4626.702 to the left,  improve=3.250794, (0 missing)
      c6  < 4335.536 to the right, improve=2.710027, (0 missing)
      c11 < 4218.776 to the right, improve=2.500000, (0 missing)
      c12 < 4219.972 to the left,  improve=2.153098, (0 missing)
      c8  < 4068.312 to the right, improve=1.816817, (0 missing)
  Surrogate splits:
      c9  < 4221.759 to the left,  agree=0.844, adj=0.3, (0 split)
      c11 < 4258.399 to the left,  agree=0.844, adj=0.3, (0 split)
      c15 < 4717.934 to the left,  agree=0.844, adj=0.3, (0 split)
      c16 < 4493.39  to the left,  agree=0.844, adj=0.3, (0 split)
      c3  < 4027.41  to the right, agree=0.822, adj=0.2, (0 split)

Node number 363: 7 observations
  predicted class=open    expected loss=0  P(node) =0.0006688963
    class counts:     0     7
   probabilities: 0.000 1.000 

Node number 364: 707 observations,    complexity param=0.003332624
  predicted class=open    expected loss=0.4625177  P(node) =0.06755853
    class counts:   327   380
   probabilities: 0.463 0.537 
  left son=728 (407 obs) right son=729 (300 obs)
  Primary splits:
      c5  < 4123.209 to the right, improve=17.393860, (0 missing)
      c1  < 4309.595 to the right, improve=12.178420, (0 missing)
      c11 < 4172.345 to the right, improve=11.088220, (0 missing)
      c4  < 4627.111 to the left,  improve= 8.697358, (0 missing)
      c3  < 4003.208 to the right, improve= 7.842891, (0 missing)
  Surrogate splits:
      c3  < 4004.194 to the right, agree=0.669, adj=0.220, (0 split)
      c2  < 4267.845 to the right, agree=0.656, adj=0.190, (0 split)
      c1  < 4303.489 to the right, agree=0.645, adj=0.163, (0 split)
      c6  < 4343.41  to the right, agree=0.632, adj=0.133, (0 split)
      c15 < 4609.015 to the right, agree=0.618, adj=0.100, (0 split)

Node number 365: 166 observations,    complexity param=0.001063603
  predicted class=open    expected loss=0.1927711  P(node) =0.0158624
    class counts:    32   134
   probabilities: 0.193 0.807 
  left son=730 (81 obs) right son=731 (85 obs)
  Primary splits:
      c11 < 4224.879 to the left,  improve=5.201067, (0 missing)
      c4  < 4638.948 to the left,  improve=4.126050, (0 missing)
      c1  < 4347.387 to the right, improve=3.981669, (0 missing)
      c15 < 4640.567 to the right, improve=3.811299, (0 missing)
      c5  < 4123.791 to the right, improve=2.847791, (0 missing)
  Surrogate splits:
      c4  < 4633.316 to the left,  agree=0.735, adj=0.457, (0 split)
      c13 < 4302.006 to the left,  agree=0.705, adj=0.395, (0 split)
      c7  < 4242.736 to the left,  agree=0.699, adj=0.383, (0 split)
      c6  < 4357.503 to the left,  agree=0.681, adj=0.346, (0 split)
      c9  < 4213.992 to the left,  agree=0.681, adj=0.346, (0 split)

Node number 366: 7 observations
  predicted class=closed  expected loss=0  P(node) =0.0006688963
    class counts:     7     0
   probabilities: 1.000 0.000 

Node number 367: 252 observations,    complexity param=0.0008508828
  predicted class=open    expected loss=0.1825397  P(node) =0.02408027
    class counts:    46   206
   probabilities: 0.183 0.817 
  left son=734 (4 obs) right son=735 (248 obs)
  Primary splits:
      c13 < 4257.63  to the left,  improve=5.432156, (0 missing)
      c4  < 4622.481 to the left,  improve=5.233896, (0 missing)
      c2  < 4253.971 to the right, improve=4.702711, (0 missing)
      c8  < 4069.925 to the left,  improve=4.176970, (0 missing)
      c10 < 4614.362 to the right, improve=4.118319, (0 missing)

Node number 368: 29 observations
  predicted class=closed  expected loss=0  P(node) =0.002771142
    class counts:    29     0
   probabilities: 1.000 0.000 

Node number 369: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 376: 25 observations,    complexity param=0.000319081
  predicted class=closed  expected loss=0.12  P(node) =0.002388915
    class counts:    22     3
   probabilities: 0.880 0.120 
  left son=752 (19 obs) right son=753 (6 obs)
  Primary splits:
      c5 < 4172.852 to the left,  improve=2.280000, (0 missing)
      c6 < 4338.422 to the right, improve=2.037576, (0 missing)
      c3 < 4112.293 to the right, improve=1.851429, (0 missing)
      c2 < 4282.731 to the right, improve=1.613333, (0 missing)
      c8 < 4079.72  to the left,  improve=1.613333, (0 missing)
  Surrogate splits:
      c6  < 4338.422 to the right, agree=0.88, adj=0.500, (0 split)
      c7  < 4204.48  to the right, agree=0.84, adj=0.333, (0 split)
      c8  < 4069.807 to the left,  agree=0.84, adj=0.333, (0 split)
      c15 < 4617.059 to the right, agree=0.84, adj=0.333, (0 split)
      c4  < 4612.811 to the left,  agree=0.80, adj=0.167, (0 split)

Node number 377: 15 observations
  predicted class=open    expected loss=0  P(node) =0.001433349
    class counts:     0    15
   probabilities: 0.000 1.000 

Node number 378: 11 observations,    complexity param=0.0005318017
  predicted class=closed  expected loss=0.4545455  P(node) =0.001051123
    class counts:     6     5
   probabilities: 0.545 0.455 
  left son=756 (7 obs) right son=757 (4 obs)
  Primary splits:
      c5 < 4137.83  to the right, improve=3.740260, (0 missing)
      c9 < 4186.919 to the left,  improve=3.740260, (0 missing)
      c2 < 4275.967 to the right, improve=2.597403, (0 missing)
      c1 < 4320.856 to the right, improve=2.454545, (0 missing)
      c4 < 4626.619 to the left,  improve=2.454545, (0 missing)
  Surrogate splits:
      c9 < 4186.919 to the left,  agree=1.000, adj=1.00, (0 split)
      c1 < 4320.856 to the right, agree=0.909, adj=0.75, (0 split)
      c4 < 4626.619 to the left,  agree=0.909, adj=0.75, (0 split)
      c6 < 4353.208 to the left,  agree=0.909, adj=0.75, (0 split)
      c7 < 4221.13  to the left,  agree=0.909, adj=0.75, (0 split)

Node number 379: 84 observations,    complexity param=0.0004254414
  predicted class=open    expected loss=0.0952381  P(node) =0.008026756
    class counts:     8    76
   probabilities: 0.095 0.905 
  left son=758 (4 obs) right son=759 (80 obs)
  Primary splits:
      c2 < 4317.983 to the right, improve=3.601190, (0 missing)
      c5 < 4168.456 to the right, improve=2.279904, (0 missing)
      c3 < 4064.829 to the left,  improve=2.031746, (0 missing)
      c8 < 4084.628 to the right, improve=2.031746, (0 missing)
      c9 < 4157.723 to the left,  improve=1.656913, (0 missing)

Node number 382: 58 observations,    complexity param=0.0002836276
  predicted class=open    expected loss=0.137931  P(node) =0.005542284
    class counts:     8    50
   probabilities: 0.138 0.862 
  left son=764 (3 obs) right son=765 (55 obs)
  Primary splits:
      c11 < 4229.643 to the right, improve=4.702194, (0 missing)
      c16 < 4452.382 to the right, improve=3.219029, (0 missing)
      c2  < 4294.009 to the right, improve=3.168103, (0 missing)
      c5  < 4153.147 to the right, improve=3.126437, (0 missing)
      c13 < 4319.746 to the right, improve=3.078818, (0 missing)
  Surrogate splits:
      c13 < 4319.746 to the right, agree=0.983, adj=0.667, (0 split)
      c16 < 4452.382 to the right, agree=0.983, adj=0.667, (0 split)
      c4  < 4599.373 to the left,  agree=0.966, adj=0.333, (0 split)

Node number 383: 137 observations,    complexity param=0.0001418138
  predicted class=open    expected loss=0.02919708  P(node) =0.01309126
    class counts:     4   133
   probabilities: 0.029 0.971 
  left son=766 (9 obs) right son=767 (128 obs)
  Primary splits:
      c3  < 4063.639 to the left,  improve=0.7178122, (0 missing)
      c7  < 4272.601 to the right, improve=0.5674184, (0 missing)
      c9  < 4210.97  to the right, improve=0.4463241, (0 missing)
      c10 < 4606.697 to the left,  improve=0.3482415, (0 missing)
      c5  < 4161.9   to the left,  improve=0.2743599, (0 missing)
  Surrogate splits:
      c5  < 4135.412 to the left,  agree=0.956, adj=0.333, (0 split)
      c1  < 4337.518 to the left,  agree=0.942, adj=0.111, (0 split)
      c16 < 4395.454 to the left,  agree=0.942, adj=0.111, (0 split)

Node number 384: 228 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.04385965  P(node) =0.02178691
    class counts:   218    10
   probabilities: 0.956 0.044 
  left son=768 (218 obs) right son=769 (10 obs)
  Primary splits:
      c12 < 4205.462 to the right, improve=1.3723480, (0 missing)
      c7  < 4232.3   to the left,  improve=0.8511272, (0 missing)
      c8  < 4054.433 to the left,  improve=0.8396212, (0 missing)
      c16 < 4323.836 to the right, improve=0.8396212, (0 missing)
      c6  < 4319.252 to the right, improve=0.5390750, (0 missing)

Node number 385: 2 observations
  predicted class=open    expected loss=0  P(node) =0.0001911132
    class counts:     0     2
   probabilities: 0.000 1.000 

Node number 386: 59 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.03389831  P(node) =0.00563784
    class counts:    57     2
   probabilities: 0.966 0.034 
  left son=772 (52 obs) right son=773 (7 obs)
  Primary splits:
      c13 < 4270.544 to the left,  improve=1.0072640, (0 missing)
      c4  < 4606.859 to the left,  improve=0.6644068, (0 missing)
      c2  < 4264.869 to the left,  improve=0.4007704, (0 missing)
      c12 < 4259.839 to the left,  improve=0.4007704, (0 missing)
      c5  < 4118.17  to the left,  improve=0.3644068, (0 missing)
  Surrogate splits:
      c3 < 4013.329 to the left,  agree=0.915, adj=0.286, (0 split)

Node number 387: 92 observations,    complexity param=0.0003722612
  predicted class=closed  expected loss=0.2934783  P(node) =0.008791209
    class counts:    65    27
   probabilities: 0.707 0.293 
  left son=774 (85 obs) right son=775 (7 obs)
  Primary splits:
      c16 < 4343.688 to the right, improve=4.814359, (0 missing)
      c3  < 3994.878 to the right, improve=3.467559, (0 missing)
      c7  < 4215.396 to the left,  improve=3.399260, (0 missing)
      c11 < 4196.57  to the right, improve=2.563201, (0 missing)
      c10 < 4589.969 to the left,  improve=2.377174, (0 missing)

Node number 392: 50 observations,    complexity param=0.0001418138
  predicted class=closed  expected loss=0.04  P(node) =0.004777831
    class counts:    48     2
   probabilities: 0.960 0.040 
  left son=784 (40 obs) right son=785 (10 obs)
  Primary splits:
      c1  < 4291.952 to the left,  improve=0.6400000, (0 missing)
      c7  < 4233.086 to the left,  improve=0.5672727, (0 missing)
      c3  < 4007.28  to the right, improve=0.4114286, (0 missing)
      c10 < 4614.185 to the left,  improve=0.3834783, (0 missing)
      c9  < 4196.344 to the left,  improve=0.2610526, (0 missing)
  Surrogate splits:
      c16 < 4359.103 to the left,  agree=0.86, adj=0.3, (0 split)
      c15 < 4610.883 to the right, agree=0.84, adj=0.2, (0 split)
      c4  < 4608.843 to the right, agree=0.82, adj=0.1, (0 split)
      c8  < 4052.608 to the left,  agree=0.82, adj=0.1, (0 split)
      c13 < 4288.822 to the left,  agree=0.82, adj=0.1, (0 split)

Node number 393: 70 observations,    complexity param=0.0004254414
  predicted class=closed  expected loss=0.2571429  P(node) =0.006688963
    class counts:    52    18
   probabilities: 0.743 0.257 
  left son=786 (34 obs) right son=787 (36 obs)
  Primary splits:
      c1  < 4292.149 to the right, improve=3.772269, (0 missing)
      c5  < 4125.842 to the left,  improve=2.446561, (0 missing)
      c6  < 4351.29  to the left,  improve=2.272269, (0 missing)
      c2  < 4254.8   to the right, improve=2.169668, (0 missing)
      c13 < 4268.823 to the right, improve=1.700122, (0 missing)
  Surrogate splits:
      c2  < 4257.279 to the right, agree=0.671, adj=0.324, (0 split)
      c8  < 4048.802 to the left,  agree=0.671, adj=0.324, (0 split)
      c7  < 4222.73  to the right, agree=0.643, adj=0.265, (0 split)
      c4  < 4610.558 to the right, agree=0.629, adj=0.235, (0 split)
      c11 < 4204.144 to the right, agree=0.629, adj=0.235, (0 split)

Node number 394: 54 observations,    complexity param=0.0007799759
  predicted class=closed  expected loss=0.2407407  P(node) =0.005160057
    class counts:    41    13
   probabilities: 0.759 0.241 
  left son=788 (47 obs) right son=789 (7 obs)
  Primary splits:
      c8  < 4044.056 to the right, improve=6.111561, (0 missing)
      c15 < 4583.217 to the left,  improve=2.074575, (0 missing)
      c13 < 4267.841 to the right, improve=2.074074, (0 missing)
      c2  < 4258.963 to the right, improve=1.666877, (0 missing)
      c3  < 3970.939 to the right, improve=1.649832, (0 missing)

Node number 395: 30 observations,    complexity param=0.0007799759
  predicted class=open    expected loss=0.3666667  P(node) =0.002866699
    class counts:    11    19
   probabilities: 0.367 0.633 
  left son=790 (10 obs) right son=791 (20 obs)
  Primary splits:
      c1 < 4277.592 to the left,  improve=3.333333, (0 missing)
      c8 < 4046.967 to the left,  improve=3.266667, (0 missing)
      c5 < 4106.925 to the left,  improve=3.206061, (0 missing)
      c2 < 4254.753 to the left,  improve=2.838311, (0 missing)
      c9 < 4182.251 to the left,  improve=2.674074, (0 missing)
  Surrogate splits:
      c16 < 4350.067 to the left,  agree=0.900, adj=0.7, (0 split)
      c2  < 4253.195 to the left,  agree=0.867, adj=0.6, (0 split)
      c5  < 4104.201 to the left,  agree=0.833, adj=0.5, (0 split)
      c3  < 3980.322 to the left,  agree=0.800, adj=0.4, (0 split)
      c12 < 4210.409 to the left,  agree=0.767, adj=0.3, (0 split)

Node number 400: 70 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.04285714  P(node) =0.006688963
    class counts:    67     3
   probabilities: 0.957 0.043 
  left son=800 (69 obs) right son=801 (1 obs)
  Primary splits:
      c6  < 4321.895 to the right, improve=1.8587990, (0 missing)
      c7  < 4218.618 to the right, improve=1.0285710, (0 missing)
      c3  < 3999.487 to the right, improve=0.8605042, (0 missing)
      c11 < 4213.962 to the left,  improve=0.8605042, (0 missing)
      c2  < 4281.698 to the left,  improve=0.5289268, (0 missing)

Node number 401: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 402: 107 observations,    complexity param=0.0005672552
  predicted class=closed  expected loss=0.2616822  P(node) =0.01022456
    class counts:    79    28
   probabilities: 0.738 0.262 
  left son=804 (101 obs) right son=805 (6 obs)
  Primary splits:
      c2  < 4276.499 to the left,  improve=4.154375, (0 missing)
      c13 < 4282.715 to the left,  improve=4.123572, (0 missing)
      c15 < 4619.655 to the right, improve=2.389273, (0 missing)
      c6  < 4324.212 to the right, improve=2.221985, (0 missing)
      c5  < 4135.938 to the right, improve=2.026645, (0 missing)
  Surrogate splits:
      c16 < 4362.422 to the left,  agree=0.963, adj=0.333, (0 split)
      c3  < 4044.269 to the left,  agree=0.953, adj=0.167, (0 split)

Node number 403: 24 observations,    complexity param=0.0005672552
  predicted class=open    expected loss=0.4166667  P(node) =0.002293359
    class counts:    10    14
   probabilities: 0.417 0.583 
  left son=806 (17 obs) right son=807 (7 obs)
  Primary splits:
      c16 < 4355.883 to the right, improve=3.431373, (0 missing)
      c6  < 4346.724 to the left,  improve=2.777778, (0 missing)
      c7  < 4237.138 to the right, improve=2.777778, (0 missing)
      c15 < 4608.451 to the right, improve=1.960373, (0 missing)
      c13 < 4284.765 to the right, improve=1.856140, (0 missing)
  Surrogate splits:
      c2 < 4260.781 to the right, agree=0.875, adj=0.571, (0 split)
      c3 < 4003.419 to the right, agree=0.792, adj=0.286, (0 split)
      c6 < 4330.356 to the right, agree=0.792, adj=0.286, (0 split)
      c7 < 4224.402 to the right, agree=0.750, adj=0.143, (0 split)
      c8 < 4054.074 to the left,  agree=0.750, adj=0.143, (0 split)

Node number 410: 7 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.1428571  P(node) =0.0006688963
    class counts:     6     1
   probabilities: 0.857 0.143 
  left son=820 (6 obs) right son=821 (1 obs)
  Primary splits:
      c1  < 4270.914 to the right, improve=1.7142860, (0 missing)
      c12 < 4268.086 to the left,  improve=1.7142860, (0 missing)
      c13 < 4267.864 to the right, improve=1.7142860, (0 missing)
      c16 < 4342.052 to the right, improve=1.7142860, (0 missing)
      c2  < 4245.1   to the right, improve=0.7142857, (0 missing)

Node number 411: 6 observations
  predicted class=open    expected loss=0  P(node) =0.0005733397
    class counts:     0     6
   probabilities: 0.000 1.000 

Node number 412: 7 observations
  predicted class=closed  expected loss=0  P(node) =0.0006688963
    class counts:     7     0
   probabilities: 1.000 0.000 

Node number 413: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 414: 32 observations,    complexity param=0.001063603
  predicted class=closed  expected loss=0.46875  P(node) =0.003057812
    class counts:    17    15
   probabilities: 0.531 0.469 
  left son=828 (16 obs) right son=829 (16 obs)
  Primary splits:
      c6  < 4329.722 to the left,  improve=5.062500, (0 missing)
      c15 < 4600.657 to the right, improve=4.687500, (0 missing)
      c5  < 4108.546 to the right, improve=3.192045, (0 missing)
      c3  < 3986.55  to the right, improve=2.760011, (0 missing)
      c1  < 4286.483 to the right, improve=2.604167, (0 missing)
  Surrogate splits:
      c9  < 4193.664 to the left,  agree=0.750, adj=0.500, (0 split)
      c8  < 4049.299 to the left,  agree=0.719, adj=0.438, (0 split)
      c15 < 4591.93  to the right, agree=0.719, adj=0.438, (0 split)
      c4  < 4622.727 to the left,  agree=0.688, adj=0.375, (0 split)
      c11 < 4186.115 to the right, agree=0.688, adj=0.375, (0 split)

Node number 415: 142 observations,    complexity param=0.000319081
  predicted class=open    expected loss=0.1971831  P(node) =0.01356904
    class counts:    28   114
   probabilities: 0.197 0.803 
  left son=830 (59 obs) right son=831 (83 obs)
  Primary splits:
      c16 < 4350.406 to the right, improve=3.146842, (0 missing)
      c4  < 4625.441 to the left,  improve=3.083873, (0 missing)
      c1  < 4288.608 to the right, improve=2.511113, (0 missing)
      c10 < 4606.615 to the right, improve=1.545146, (0 missing)
      c13 < 4277.605 to the right, improve=1.505366, (0 missing)
  Surrogate splits:
      c7  < 4235.29  to the right, agree=0.704, adj=0.288, (0 split)
      c11 < 4207.525 to the right, agree=0.662, adj=0.186, (0 split)
      c1  < 4293.431 to the right, agree=0.648, adj=0.153, (0 split)
      c15 < 4610.346 to the right, agree=0.648, adj=0.153, (0 split)
      c10 < 4621.8   to the right, agree=0.641, adj=0.136, (0 split)

Node number 416: 80 observations
  predicted class=closed  expected loss=0  P(node) =0.007644529
    class counts:    80     0
   probabilities: 1.000 0.000 

Node number 417: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 418: 2 observations
  predicted class=closed  expected loss=0  P(node) =0.0001911132
    class counts:     2     0
   probabilities: 1.000 0.000 

Node number 419: 3 observations
  predicted class=open    expected loss=0  P(node) =0.0002866699
    class counts:     0     3
   probabilities: 0.000 1.000 

Node number 432: 56 observations,    complexity param=0.0005318017
  predicted class=closed  expected loss=0.1428571  P(node) =0.005351171
    class counts:    48     8
   probabilities: 0.857 0.143 
  left son=864 (46 obs) right son=865 (10 obs)
  Primary splits:
      c11 < 4193.49  to the left,  improve=3.105590, (0 missing)
      c16 < 4352.642 to the left,  improve=1.979044, (0 missing)
      c3  < 3994.282 to the right, improve=1.860119, (0 missing)
      c8  < 4031.435 to the right, improve=1.739443, (0 missing)
      c2  < 4261.245 to the left,  improve=1.714286, (0 missing)
  Surrogate splits:
      c7  < 4231.168 to the left,  agree=0.857, adj=0.2, (0 split)
      c10 < 4613.175 to the left,  agree=0.857, adj=0.2, (0 split)
      c4  < 4613.51  to the left,  agree=0.839, adj=0.1, (0 split)
      c9  < 4201.778 to the left,  agree=0.839, adj=0.1, (0 split)
      c16 < 4356.017 to the left,  agree=0.839, adj=0.1, (0 split)

Node number 433: 9 observations,    complexity param=0.0006381621
  predicted class=open    expected loss=0.3333333  P(node) =0.0008600096
    class counts:     3     6
   probabilities: 0.333 0.667 
  left son=866 (3 obs) right son=867 (6 obs)
  Primary splits:
      c5 < 4118.042 to the right, improve=4.000000, (0 missing)
      c7 < 4215.858 to the left,  improve=4.000000, (0 missing)
      c8 < 4046.593 to the right, improve=2.500000, (0 missing)
      c4 < 4620.514 to the right, improve=2.285714, (0 missing)
      c3 < 3997.918 to the right, improve=1.600000, (0 missing)
  Surrogate splits:
      c7 < 4215.858 to the left,  agree=1.000, adj=1.000, (0 split)
      c4 < 4620.514 to the right, agree=0.889, adj=0.667, (0 split)
      c8 < 4046.593 to the right, agree=0.889, adj=0.667, (0 split)
      c1 < 4278.508 to the right, agree=0.778, adj=0.333, (0 split)
      c3 < 3997.918 to the right, agree=0.778, adj=0.333, (0 split)

Node number 434: 111 observations,    complexity param=0.001914486
  predicted class=closed  expected loss=0.4684685  P(node) =0.01060678
    class counts:    59    52
   probabilities: 0.532 0.468 
  left son=868 (94 obs) right son=869 (17 obs)
  Primary splits:
      c7 < 4231.346 to the left,  improve=5.061507, (0 missing)
      c1 < 4273.627 to the right, improve=4.460232, (0 missing)
      c2 < 4269.509 to the left,  improve=4.221587, (0 missing)
      c3 < 3996.899 to the right, improve=3.578269, (0 missing)
      c4 < 4604.238 to the right, improve=2.803089, (0 missing)
  Surrogate splits:
      c9  < 4203.307 to the left,  agree=0.883, adj=0.235, (0 split)
      c13 < 4263.956 to the left,  agree=0.865, adj=0.118, (0 split)
      c15 < 4604.558 to the left,  agree=0.865, adj=0.118, (0 split)
      c10 < 4622.003 to the left,  agree=0.856, adj=0.059, (0 split)
      c11 < 4206.667 to the left,  agree=0.856, adj=0.059, (0 split)

Node number 435: 70 observations,    complexity param=0.001063603
  predicted class=open    expected loss=0.2714286  P(node) =0.006688963
    class counts:    19    51
   probabilities: 0.271 0.729 
  left son=870 (7 obs) right son=871 (63 obs)
  Primary splits:
      c5  < 4095.533 to the left,  improve=5.336508, (0 missing)
      c4  < 4600.661 to the left,  improve=2.817898, (0 missing)
      c12 < 4309.609 to the right, improve=2.185714, (0 missing)
      c7  < 4200.385 to the left,  improve=2.050298, (0 missing)
      c16 < 4323.953 to the right, improve=1.521780, (0 missing)
  Surrogate splits:
      c3 < 3988.541 to the left,  agree=0.929, adj=0.286, (0 split)

Node number 436: 13 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.1538462  P(node) =0.001242236
    class counts:    11     2
   probabilities: 0.846 0.154 
  left son=872 (12 obs) right son=873 (1 obs)
  Primary splits:
      c3  < 3934.699 to the right, improve=1.551282, (0 missing)
      c4  < 4623.479 to the left,  improve=1.551282, (0 missing)
      c5  < 4118.004 to the left,  improve=1.551282, (0 missing)
      c10 < 4611.386 to the right, improve=1.551282, (0 missing)
      c11 < 4169.43  to the right, improve=1.551282, (0 missing)

Node number 437: 83 observations,    complexity param=0.0009572431
  predicted class=open    expected loss=0.2891566  P(node) =0.007931199
    class counts:    24    59
   probabilities: 0.289 0.711 
  left son=874 (5 obs) right son=875 (78 obs)
  Primary splits:
      c7  < 4195.497 to the left,  improve=5.376892, (0 missing)
      c4  < 4616.112 to the left,  improve=3.840772, (0 missing)
      c9  < 4166.106 to the left,  improve=3.145482, (0 missing)
      c6  < 4330.183 to the left,  improve=3.074505, (0 missing)
      c11 < 4191.605 to the left,  improve=3.014133, (0 missing)
  Surrogate splits:
      c9  < 4166.106 to the left,  agree=0.976, adj=0.6, (0 split)
      c10 < 4581.066 to the left,  agree=0.964, adj=0.4, (0 split)
      c11 < 4166.036 to the left,  agree=0.952, adj=0.2, (0 split)

Node number 438: 2 observations
  predicted class=closed  expected loss=0  P(node) =0.0001911132
    class counts:     2     0
   probabilities: 1.000 0.000 

Node number 439: 124 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.08064516  P(node) =0.01184902
    class counts:    10   114
   probabilities: 0.081 0.919 
  left son=878 (1 obs) right son=879 (123 obs)
  Primary splits:
      c12 < 4283.074 to the right, improve=1.704170, (0 missing)
      c10 < 4608.486 to the right, improve=1.590965, (0 missing)
      c8  < 4053.692 to the right, improve=1.453763, (0 missing)
      c6  < 4333.819 to the right, improve=1.242642, (0 missing)
      c13 < 4258.551 to the right, improve=1.214397, (0 missing)

Node number 446: 2 observations,    complexity param=0.0001063603
  predicted class=closed  expected loss=0.5  P(node) =0.0001911132
    class counts:     1     1
   probabilities: 0.500 0.500 
  left son=892 (1 obs) right son=893 (1 obs)
  Primary splits:
      c1 < 4249.123 to the right, improve=1, (0 missing)
      c2 < 4230.514 to the left,  improve=1, (0 missing)
      c3 < 4015.44  to the left,  improve=1, (0 missing)
      c4 < 4609.915 to the right, improve=1, (0 missing)
      c5 < 4117.282 to the left,  improve=1, (0 missing)

Node number 447: 105 observations,    complexity param=0.0001063603
  predicted class=open    expected loss=0.00952381  P(node) =0.01003344
    class counts:     1   104
   probabilities: 0.010 0.990 
  left son=894 (12 obs) right son=895 (93 obs)
  Primary splits:
      c3  < 4000.929 to the left,  improve=0.14761900, (0 missing)
      c5  < 4144.831 to the right, improve=0.14761900, (0 missing)
      c8  < 4052.94  to the right, improve=0.13479850, (0 missing)
      c10 < 4586.603 to the left,  improve=0.11428570, (0 missing)
      c12 < 4213.805 to the left,  improve=0.09206349, (0 missing)
  Surrogate splits:
      c15 < 4575.208 to the right, agree=0.914, adj=0.250, (0 split)
      c16 < 4310.128 to the right, agree=0.905, adj=0.167, (0 split)
      c9  < 4193.674 to the right, agree=0.895, adj=0.083, (0 split)

Node number 448: 51 observations
  predicted class=closed  expected loss=0  P(node) =0.004873387
    class counts:    51     0
   probabilities: 1.000 0.000 

Node number 449: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 450: 34 observations,    complexity param=0.0008508828
  predicted class=closed  expected loss=0.1764706  P(node) =0.003248925
    class counts:    28     6
   probabilities: 0.824 0.176 
  left son=900 (30 obs) right son=901 (4 obs)
  Primary splits:
      c4  < 4613.147 to the right, improve=6.149020, (0 missing)
      c6  < 4355.765 to the left,  improve=2.882353, (0 missing)
      c10 < 4629.569 to the left,  improve=2.882353, (0 missing)
      c16 < 4361.842 to the left,  improve=1.581278, (0 missing)
      c1  < 4272.811 to the right, improve=1.397504, (0 missing)
  Surrogate splits:
      c16 < 4361.842 to the left,  agree=0.912, adj=0.25, (0 split)

Node number 451: 10 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.1  P(node) =0.0009555662
    class counts:     1     9
   probabilities: 0.100 0.900 
  left son=902 (1 obs) right son=903 (9 obs)
  Primary splits:
      c3  < 4029.945 to the right, improve=1.8, (0 missing)
      c4  < 4623.06  to the right, improve=1.8, (0 missing)
      c9  < 4214.792 to the right, improve=1.8, (0 missing)
      c10 < 4622.09  to the right, improve=1.8, (0 missing)
      c13 < 4279.484 to the right, improve=1.8, (0 missing)

Node number 452: 64 observations,    complexity param=0.000319081
  predicted class=closed  expected loss=0.09375  P(node) =0.006115624
    class counts:    58     6
   probabilities: 0.906 0.094 
  left son=904 (54 obs) right son=905 (10 obs)
  Primary splits:
      c15 < 4611.924 to the left,  improve=2.223148, (0 missing)
      c7  < 4252.179 to the left,  improve=1.668651, (0 missing)
      c12 < 4248.533 to the left,  improve=1.446429, (0 missing)
      c2  < 4274.085 to the right, improve=1.195346, (0 missing)
      c6  < 4343.356 to the left,  improve=1.097694, (0 missing)
  Surrogate splits:
      c11 < 4212.867 to the left,  agree=0.906, adj=0.4, (0 split)
      c7  < 4250.691 to the left,  agree=0.859, adj=0.1, (0 split)

Node number 453: 34 observations,    complexity param=0.0006381621
  predicted class=closed  expected loss=0.4705882  P(node) =0.003248925
    class counts:    18    16
   probabilities: 0.529 0.471 
  left son=906 (28 obs) right son=907 (6 obs)
  Primary splits:
      c3  < 4050.532 to the left,  improve=4.084034, (0 missing)
      c15 < 4584.285 to the left,  improve=3.904139, (0 missing)
      c4  < 4619.677 to the left,  improve=3.421946, (0 missing)
      c2  < 4265.752 to the left,  improve=2.634298, (0 missing)
      c9  < 4179.418 to the left,  improve=2.596349, (0 missing)
  Surrogate splits:
      c6  < 4350.083 to the left,  agree=0.941, adj=0.667, (0 split)
      c2  < 4267.192 to the left,  agree=0.882, adj=0.333, (0 split)
      c5  < 4140.024 to the left,  agree=0.882, adj=0.333, (0 split)
      c15 < 4617.738 to the left,  agree=0.853, adj=0.167, (0 split)

Node number 454: 1994 observations,    complexity param=0.004169326
  predicted class=open    expected loss=0.4262788  P(node) =0.1905399
    class counts:   850  1144
   probabilities: 0.426 0.574 
  left son=908 (1034 obs) right son=909 (960 obs)
  Primary splits:
      c4  < 4615.351 to the left,  improve=20.95901, (0 missing)
      c3  < 3971.285 to the left,  improve=20.70221, (0 missing)
      c2  < 4244.287 to the left,  improve=19.28429, (0 missing)
      c11 < 4194.043 to the left,  improve=18.37349, (0 missing)
      c15 < 4589.581 to the left,  improve=17.82306, (0 missing)
  Surrogate splits:
      c7  < 4226.528 to the left,  agree=0.601, adj=0.172, (0 split)
      c6  < 4334.125 to the left,  agree=0.598, adj=0.165, (0 split)
      c11 < 4200.779 to the left,  agree=0.581, adj=0.129, (0 split)
      c9  < 4197.273 to the left,  agree=0.577, adj=0.121, (0 split)
      c2  < 4250.229 to the left,  agree=0.574, adj=0.115, (0 split)

Node number 455: 246 observations,    complexity param=0.001169964
  predicted class=open    expected loss=0.1747967  P(node) =0.02350693
    class counts:    43   203
   probabilities: 0.175 0.825 
  left son=910 (61 obs) right son=911 (185 obs)
  Primary splits:
      c7  < 4230.571 to the right, improve=8.961986, (0 missing)
      c8  < 4077.449 to the right, improve=7.748615, (0 missing)
      c5  < 4142.637 to the right, improve=6.108053, (0 missing)
      c3  < 4038.848 to the left,  improve=3.598875, (0 missing)
      c15 < 4583.55  to the left,  improve=3.004832, (0 missing)
  Surrogate splits:
      c2  < 4275.377 to the right, agree=0.793, adj=0.164, (0 split)
      c9  < 4216.027 to the right, agree=0.789, adj=0.148, (0 split)
      c11 < 4206.069 to the right, agree=0.785, adj=0.131, (0 split)
      c13 < 4285.081 to the right, agree=0.776, adj=0.098, (0 split)
      c6  < 4360.083 to the right, agree=0.764, adj=0.049, (0 split)

Node number 462: 4 observations,    complexity param=0.0001063603
  predicted class=open    expected loss=0.25  P(node) =0.0003822265
    class counts:     1     3
   probabilities: 0.250 0.750 
  left son=924 (1 obs) right son=925 (3 obs)
  Primary splits:
      c1 < 4300.444 to the right, improve=1.5, (0 missing)
      c5 < 4104.841 to the right, improve=1.5, (0 missing)
      c6 < 4330.832 to the left,  improve=1.5, (0 missing)
      c7 < 4224.687 to the left,  improve=1.5, (0 missing)
      c8 < 4094.944 to the left,  improve=1.5, (0 missing)

Node number 463: 119 observations
  predicted class=open    expected loss=0  P(node) =0.01137124
    class counts:     0   119
   probabilities: 0.000 1.000 

Node number 464: 24 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.04166667  P(node) =0.002293359
    class counts:    23     1
   probabilities: 0.958 0.042 
  left son=928 (23 obs) right son=929 (1 obs)
  Primary splits:
      c13 < 4270.806 to the left,  improve=1.9166670, (0 missing)
      c16 < 4331.763 to the left,  improve=1.9166670, (0 missing)
      c1  < 4274.626 to the left,  improve=0.5833333, (0 missing)
      c6  < 4318.549 to the right, improve=0.4166667, (0 missing)
      c4  < 4610.496 to the left,  improve=0.2023810, (0 missing)

Node number 465: 3 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.3333333  P(node) =0.0002866699
    class counts:     1     2
   probabilities: 0.333 0.667 
  left son=930 (1 obs) right son=931 (2 obs)
  Primary splits:
      c3 < 3969.59  to the right, improve=1.333333, (0 missing)
      c4 < 4617.364 to the right, improve=1.333333, (0 missing)
      c5 < 4101.102 to the right, improve=1.333333, (0 missing)
      c7 < 4209.645 to the left,  improve=1.333333, (0 missing)
      c8 < 4063.783 to the left,  improve=1.333333, (0 missing)

Node number 466: 7 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.1428571  P(node) =0.0006688963
    class counts:     6     1
   probabilities: 0.857 0.143 
  left son=932 (6 obs) right son=933 (1 obs)
  Primary splits:
      c4 < 4601.755 to the right, improve=1.7142860, (0 missing)
      c6 < 4328.281 to the left,  improve=1.7142860, (0 missing)
      c2 < 4252.325 to the left,  improve=0.7142857, (0 missing)
      c3 < 3971.926 to the left,  improve=0.7142857, (0 missing)
      c5 < 4105.011 to the right, improve=0.7142857, (0 missing)

Node number 467: 19 observations,    complexity param=0.0006381621
  predicted class=open    expected loss=0.2631579  P(node) =0.001815576
    class counts:     5    14
   probabilities: 0.263 0.737 
  left son=934 (7 obs) right son=935 (12 obs)
  Primary splits:
      c13 < 4268.126 to the right, improve=4.511278, (0 missing)
      c7  < 4233.421 to the right, improve=3.868421, (0 missing)
      c9  < 4216.032 to the right, improve=3.868421, (0 missing)
      c10 < 4615.275 to the right, improve=2.923977, (0 missing)
      c1  < 4254.434 to the left,  improve=1.539850, (0 missing)
  Surrogate splits:
      c9 < 4214.616 to the right, agree=0.842, adj=0.571, (0 split)
      c1 < 4254.434 to the left,  agree=0.789, adj=0.429, (0 split)
      c7 < 4221.124 to the right, agree=0.789, adj=0.429, (0 split)
      c2 < 4262.363 to the right, agree=0.737, adj=0.286, (0 split)
      c4 < 4612.144 to the left,  agree=0.737, adj=0.286, (0 split)

Node number 468: 7 observations
  predicted class=closed  expected loss=0  P(node) =0.0006688963
    class counts:     7     0
   probabilities: 1.000 0.000 

Node number 469: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 470: 3 observations
  predicted class=closed  expected loss=0  P(node) =0.0002866699
    class counts:     3     0
   probabilities: 1.000 0.000 

Node number 471: 49 observations,    complexity param=0.0004254414
  predicted class=open    expected loss=0.122449  P(node) =0.004682274
    class counts:     6    43
   probabilities: 0.122 0.878 
  left son=942 (2 obs) right son=943 (47 obs)
  Primary splits:
      c3  < 3943.914 to the left,  improve=3.211463, (0 missing)
      c9  < 4187.39  to the left,  improve=2.286168, (0 missing)
      c5  < 4083.394 to the left,  improve=1.892931, (0 missing)
      c16 < 4272.564 to the left,  improve=1.892931, (0 missing)
      c11 < 4172.371 to the left,  improve=1.044898, (0 missing)
  Surrogate splits:
      c5 < 4083.394 to the left,  agree=0.98, adj=0.5, (0 split)

Node number 472: 38 observations,    complexity param=0.0005318017
  predicted class=closed  expected loss=0.2105263  P(node) =0.003631151
    class counts:    30     8
   probabilities: 0.789 0.211 
  left son=944 (23 obs) right son=945 (15 obs)
  Primary splits:
      c11 < 4162.373 to the left,  improve=3.251869, (0 missing)
      c16 < 4283.283 to the left,  improve=3.031579, (0 missing)
      c6  < 4341.444 to the left,  improve=2.964912, (0 missing)
      c10 < 4581.451 to the right, improve=2.631579, (0 missing)
      c8  < 4079.589 to the left,  improve=2.274436, (0 missing)
  Surrogate splits:
      c15 < 4541.277 to the left,  agree=0.816, adj=0.533, (0 split)
      c6  < 4330.292 to the right, agree=0.711, adj=0.267, (0 split)
      c7  < 4202.04  to the left,  agree=0.711, adj=0.267, (0 split)
      c3  < 4018.261 to the left,  agree=0.684, adj=0.200, (0 split)
      c4  < 4615.737 to the right, agree=0.684, adj=0.200, (0 split)

Node number 473: 27 observations,    complexity param=0.0008508828
  predicted class=open    expected loss=0.3333333  P(node) =0.002580029
    class counts:     9    18
   probabilities: 0.333 0.667 
  left son=946 (12 obs) right son=947 (15 obs)
  Primary splits:
      c13 < 4246.505 to the right, improve=4.800000, (0 missing)
      c3  < 4009.03  to the left,  improve=4.125000, (0 missing)
      c2  < 4217.82  to the right, improve=3.000000, (0 missing)
      c6  < 4334.746 to the right, improve=3.000000, (0 missing)
      c1  < 4252.722 to the right, improve=2.742857, (0 missing)
  Surrogate splits:
      c2 < 4228.376 to the right, agree=0.889, adj=0.750, (0 split)
      c8 < 4059.036 to the right, agree=0.815, adj=0.583, (0 split)
      c1 < 4243.194 to the right, agree=0.778, adj=0.500, (0 split)
      c3 < 4009.03  to the left,  agree=0.778, adj=0.500, (0 split)
      c7 < 4193.117 to the right, agree=0.741, adj=0.417, (0 split)

Node number 474: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 475: 56 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.01785714  P(node) =0.005351171
    class counts:     1    55
   probabilities: 0.018 0.982 
  left son=950 (1 obs) right son=951 (55 obs)
  Primary splits:
      c7  < 4210.265 to the right, improve=1.9642860, (0 missing)
      c11 < 4147.143 to the right, improve=1.9642860, (0 missing)
      c8  < 4073.422 to the right, improve=0.9642857, (0 missing)
      c1  < 4202.235 to the left,  improve=0.4642857, (0 missing)
      c15 < 4505.055 to the right, improve=0.2976190, (0 missing)

Node number 476: 19 observations,    complexity param=0.0004254414
  predicted class=closed  expected loss=0.2631579  P(node) =0.001815576
    class counts:    14     5
   probabilities: 0.737 0.263 
  left son=952 (17 obs) right son=953 (2 obs)
  Primary splits:
      c15 < 4546.891 to the right, improve=2.427245, (0 missing)
      c8  < 4107.385 to the left,  improve=2.401754, (0 missing)
      c16 < 4317.124 to the right, improve=1.913876, (0 missing)
      c3  < 4023.908 to the right, improve=1.550239, (0 missing)
      c4  < 4621.745 to the right, improve=1.214575, (0 missing)

Node number 477: 17 observations,    complexity param=0.0004254414
  predicted class=open    expected loss=0.1764706  P(node) =0.001624462
    class counts:     3    14
   probabilities: 0.176 0.824 
  left son=954 (2 obs) right son=955 (15 obs)
  Primary splits:
      c7  < 4228.846 to the right, improve=3.074510, (0 missing)
      c1  < 4285.119 to the right, improve=2.541176, (0 missing)
      c13 < 4267.004 to the right, improve=1.941176, (0 missing)
      c11 < 4195.692 to the right, improve=1.750700, (0 missing)
      c15 < 4598.096 to the right, improve=1.750700, (0 missing)
  Surrogate splits:
      c11 < 4195.692 to the right, agree=0.941, adj=0.5, (0 split)
      c15 < 4598.096 to the right, agree=0.941, adj=0.5, (0 split)

Node number 478: 12 observations,    complexity param=0.0006381621
  predicted class=closed  expected loss=0.3333333  P(node) =0.001146679
    class counts:     8     4
   probabilities: 0.667 0.333 
  left son=956 (9 obs) right son=957 (3 obs)
  Primary splits:
      c1  < 4284.071 to the left,  improve=3.555556, (0 missing)
      c4  < 4612.311 to the right, improve=2.133333, (0 missing)
      c5  < 4116.646 to the left,  improve=2.133333, (0 missing)
      c13 < 4264.952 to the right, improve=2.133333, (0 missing)
      c11 < 4194.566 to the left,  improve=1.333333, (0 missing)
  Surrogate splits:
      c4  < 4612.311 to the right, agree=0.917, adj=0.667, (0 split)
      c5  < 4111.648 to the left,  agree=0.917, adj=0.667, (0 split)
      c13 < 4264.952 to the right, agree=0.917, adj=0.667, (0 split)
      c2  < 4244.597 to the right, agree=0.833, adj=0.333, (0 split)
      c3  < 3998.032 to the right, agree=0.833, adj=0.333, (0 split)

Node number 479: 451 observations,    complexity param=0.000709069
  predicted class=open    expected loss=0.09534368  P(node) =0.04309603
    class counts:    43   408
   probabilities: 0.095 0.905 
  left son=958 (53 obs) right son=959 (398 obs)
  Primary splits:
      c10 < 4595.094 to the left,  improve=4.230708, (0 missing)
      c16 < 4323.406 to the right, improve=4.061391, (0 missing)
      c1  < 4285.62  to the right, improve=3.471213, (0 missing)
      c6  < 4320.035 to the left,  improve=2.909534, (0 missing)
      c15 < 4590.528 to the right, improve=2.497980, (0 missing)
  Surrogate splits:
      c1  < 4295.578 to the right, agree=0.887, adj=0.038, (0 split)
      c8  < 4106.548 to the right, agree=0.885, adj=0.019, (0 split)
      c9  < 4159.531 to the left,  agree=0.885, adj=0.019, (0 split)
      c15 < 4544.99  to the left,  agree=0.885, adj=0.019, (0 split)

Node number 482: 4 observations
  predicted class=closed  expected loss=0  P(node) =0.0003822265
    class counts:     4     0
   probabilities: 1.000 0.000 

Node number 483: 2 observations
  predicted class=open    expected loss=0  P(node) =0.0001911132
    class counts:     0     2
   probabilities: 0.000 1.000 

Node number 484: 15 observations,    complexity param=0.0004254414
  predicted class=closed  expected loss=0.1333333  P(node) =0.001433349
    class counts:    13     2
   probabilities: 0.867 0.133 
  left son=968 (13 obs) right son=969 (2 obs)
  Primary splits:
      c5 < 4165.87  to the left,  improve=3.466667, (0 missing)
      c6 < 4395.169 to the left,  improve=3.466667, (0 missing)
      c3 < 4059.076 to the left,  improve=1.609524, (0 missing)
      c2 < 4286.776 to the left,  improve=1.466667, (0 missing)
      c4 < 4660.793 to the left,  improve=1.466667, (0 missing)
  Surrogate splits:
      c6 < 4395.169 to the left,  agree=1, adj=1, (0 split)

Node number 485: 3 observations
  predicted class=open    expected loss=0  P(node) =0.0002866699
    class counts:     0     3
   probabilities: 0.000 1.000 

Node number 494: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 495: 14 observations
  predicted class=open    expected loss=0  P(node) =0.001337793
    class counts:     0    14
   probabilities: 0.000 1.000 

Node number 496: 99 observations,    complexity param=0.001223144
  predicted class=closed  expected loss=0.3838384  P(node) =0.009460105
    class counts:    61    38
   probabilities: 0.616 0.384 
  left son=992 (24 obs) right son=993 (75 obs)
  Primary splits:
      c15 < 4614.093 to the right, improve=5.721616, (0 missing)
      c6  < 4335.602 to the right, improve=5.266938, (0 missing)
      c10 < 4647.358 to the left,  improve=3.165125, (0 missing)
      c5  < 4095.914 to the right, improve=2.919192, (0 missing)
      c4  < 4632.307 to the right, improve=2.557198, (0 missing)
  Surrogate splits:
      c7  < 4257.253 to the right, agree=0.808, adj=0.208, (0 split)
      c11 < 4219.037 to the right, agree=0.798, adj=0.167, (0 split)
      c9  < 4227.29  to the right, agree=0.788, adj=0.125, (0 split)
      c8  < 4105.229 to the right, agree=0.778, adj=0.083, (0 split)
      c13 < 4283.944 to the right, agree=0.778, adj=0.083, (0 split)

Node number 497: 207 observations,    complexity param=0.001223144
  predicted class=open    expected loss=0.352657  P(node) =0.01978022
    class counts:    73   134
   probabilities: 0.353 0.647 
  left son=994 (53 obs) right son=995 (154 obs)
  Primary splits:
      c5  < 4131.078 to the right, improve=13.491740, (0 missing)
      c10 < 4625.344 to the left,  improve= 6.815010, (0 missing)
      c2  < 4285.052 to the right, improve= 5.178744, (0 missing)
      c6  < 4348.134 to the right, improve= 4.529966, (0 missing)
      c11 < 4216.593 to the left,  improve= 3.938307, (0 missing)
  Surrogate splits:
      c2 < 4277.263 to the right, agree=0.787, adj=0.170, (0 split)
      c1 < 4307.139 to the right, agree=0.773, adj=0.113, (0 split)
      c3 < 4054.885 to the right, agree=0.768, adj=0.094, (0 split)
      c6 < 4356.297 to the right, agree=0.768, adj=0.094, (0 split)
      c9 < 4177.722 to the left,  agree=0.754, adj=0.038, (0 split)

Node number 498: 4 observations
  predicted class=closed  expected loss=0  P(node) =0.0003822265
    class counts:     4     0
   probabilities: 1.000 0.000 

Node number 499: 78 observations,    complexity param=0.0002836276
  predicted class=open    expected loss=0.08974359  P(node) =0.007453416
    class counts:     7    71
   probabilities: 0.090 0.910 
  left son=998 (3 obs) right son=999 (75 obs)
  Primary splits:
      c15 < 4604.629 to the right, improve=2.076923, (0 missing)
      c13 < 4272.997 to the right, improve=1.162637, (0 missing)
      c5  < 4124.572 to the right, improve=1.159174, (0 missing)
      c2  < 4245.761 to the right, improve=1.076923, (0 missing)
      c7  < 4203.833 to the left,  improve=1.014178, (0 missing)
  Surrogate splits:
      c7 < 4237.205 to the right, agree=0.974, adj=0.333, (0 split)

Node number 500: 8 observations
  predicted class=closed  expected loss=0  P(node) =0.0007644529
    class counts:     8     0
   probabilities: 1.000 0.000 

Node number 501: 40 observations,    complexity param=0.0008508828
  predicted class=open    expected loss=0.4  P(node) =0.003822265
    class counts:    16    24
   probabilities: 0.400 0.600 
  left son=1002 (7 obs) right son=1003 (33 obs)
  Primary splits:
      c10 < 4625.059 to the left,  improve=6.109091, (0 missing)
      c11 < 4206.049 to the left,  improve=6.109091, (0 missing)
      c13 < 4288.652 to the left,  improve=4.650549, (0 missing)
      c9  < 4217.748 to the left,  improve=4.266667, (0 missing)
      c16 < 4340.634 to the left,  improve=4.114286, (0 missing)
  Surrogate splits:
      c7 < 4265.782 to the right, agree=0.85, adj=0.143, (0 split)
      c9 < 4210.257 to the left,  agree=0.85, adj=0.143, (0 split)

Node number 502: 27 observations,    complexity param=0.0005318017
  predicted class=open    expected loss=0.3703704  P(node) =0.002580029
    class counts:    10    17
   probabilities: 0.370 0.630 
  left son=1004 (7 obs) right son=1005 (20 obs)
  Primary splits:
      c13 < 4273.863 to the left,  improve=4.478307, (0 missing)
      c11 < 4211.799 to the left,  improve=3.559259, (0 missing)
      c2  < 4265.288 to the left,  improve=3.451416, (0 missing)
      c1  < 4290.273 to the left,  improve=3.306878, (0 missing)
      c5  < 4115.285 to the left,  improve=3.306878, (0 missing)
  Surrogate splits:
      c1  < 4289.239 to the left,  agree=0.852, adj=0.429, (0 split)
      c15 < 4595.763 to the left,  agree=0.852, adj=0.429, (0 split)
      c2  < 4261.356 to the left,  agree=0.815, adj=0.286, (0 split)
      c3  < 3966.039 to the left,  agree=0.815, adj=0.286, (0 split)
      c5  < 4107.222 to the left,  agree=0.815, adj=0.286, (0 split)

Node number 503: 217 observations,    complexity param=0.0002481741
  predicted class=open    expected loss=0.0875576  P(node) =0.02073579
    class counts:    19   198
   probabilities: 0.088 0.912 
  left son=1006 (3 obs) right son=1007 (214 obs)
  Primary splits:
      c7  < 4195.078 to the left,  improve=2.040412, (0 missing)
      c4  < 4658.853 to the right, improve=1.682335, (0 missing)
      c2  < 4233.035 to the left,  improve=1.672811, (0 missing)
      c15 < 4555.403 to the left,  improve=1.175274, (0 missing)
      c3  < 4006.838 to the left,  improve=1.044922, (0 missing)
  Surrogate splits:
      c9 < 4180.001 to the left,  agree=0.995, adj=0.667, (0 split)

Node number 504: 12 observations
  predicted class=closed  expected loss=0  P(node) =0.001146679
    class counts:    12     0
   probabilities: 1.000 0.000 

Node number 505: 2 observations
  predicted class=open    expected loss=0  P(node) =0.0001911132
    class counts:     0     2
   probabilities: 0.000 1.000 

Node number 506: 7 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.1428571  P(node) =0.0006688963
    class counts:     6     1
   probabilities: 0.857 0.143 
  left son=1012 (6 obs) right son=1013 (1 obs)
  Primary splits:
      c1 < 4291.554 to the left,  improve=1.714286, (0 missing)
      c2 < 4270.494 to the left,  improve=1.714286, (0 missing)
      c3 < 4009.958 to the left,  improve=1.714286, (0 missing)
      c5 < 4125.157 to the left,  improve=1.714286, (0 missing)
      c6 < 4340.854 to the left,  improve=1.714286, (0 missing)

Node number 507: 176 observations,    complexity param=0.0006381621
  predicted class=open    expected loss=0.1988636  P(node) =0.01681796
    class counts:    35   141
   probabilities: 0.199 0.801 
  left son=1014 (55 obs) right son=1015 (121 obs)
  Primary splits:
      c16 < 4339.971 to the right, improve=3.438223, (0 missing)
      c7  < 4214.987 to the right, improve=3.069575, (0 missing)
      c4  < 4633.633 to the left,  improve=2.976097, (0 missing)
      c3  < 4042.272 to the left,  improve=2.197967, (0 missing)
      c5  < 4142.205 to the left,  improve=2.092617, (0 missing)
  Surrogate splits:
      c1  < 4278.471 to the right, agree=0.812, adj=0.400, (0 split)
      c11 < 4192.515 to the right, agree=0.790, adj=0.327, (0 split)
      c7  < 4232.615 to the right, agree=0.739, adj=0.164, (0 split)
      c13 < 4275.283 to the right, agree=0.739, adj=0.164, (0 split)
      c10 < 4594.461 to the left,  agree=0.705, adj=0.055, (0 split)

Node number 508: 17 observations,    complexity param=0.0006381621
  predicted class=closed  expected loss=0.2941176  P(node) =0.001624462
    class counts:    12     5
   probabilities: 0.706 0.294 
  left son=1016 (12 obs) right son=1017 (5 obs)
  Primary splits:
      c4  < 4629.495 to the left,  improve=3.625490, (0 missing)
      c8  < 4069.888 to the right, improve=2.614379, (0 missing)
      c9  < 4208.928 to the left,  improve=2.174208, (0 missing)
      c12 < 4238.886 to the left,  improve=2.174208, (0 missing)
      c6  < 4347.541 to the left,  improve=1.830252, (0 missing)
  Surrogate splits:
      c12 < 4238.886 to the left,  agree=0.941, adj=0.8, (0 split)
      c5  < 4128.563 to the right, agree=0.824, adj=0.4, (0 split)
      c8  < 4061.596 to the right, agree=0.824, adj=0.4, (0 split)
      c9  < 4208.928 to the left,  agree=0.824, adj=0.4, (0 split)
      c10 < 4632.348 to the left,  agree=0.824, adj=0.4, (0 split)

Node number 509: 27 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.1111111  P(node) =0.002580029
    class counts:     3    24
   probabilities: 0.111 0.889 
  left son=1018 (1 obs) right son=1019 (26 obs)
  Primary splits:
      c7  < 4257.695 to the right, improve=1.6410260, (0 missing)
      c9  < 4232.657 to the right, improve=1.6410260, (0 missing)
      c10 < 4640.226 to the right, improve=1.6410260, (0 missing)
      c15 < 4616.422 to the right, improve=0.7619048, (0 missing)
      c3  < 4004.818 to the left,  improve=0.7179487, (0 missing)

Node number 510: 84 observations,    complexity param=0.0004963483
  predicted class=open    expected loss=0.202381  P(node) =0.008026756
    class counts:    17    67
   probabilities: 0.202 0.798 
  left son=1020 (19 obs) right son=1021 (65 obs)
  Primary splits:
      c8  < 4063.729 to the left,  improve=6.963582, (0 missing)
      c4  < 4630.68  to the left,  improve=3.841270, (0 missing)
      c5  < 4113.986 to the right, improve=2.843941, (0 missing)
      c2  < 4274.751 to the right, improve=2.785714, (0 missing)
      c11 < 4183.068 to the left,  improve=2.606852, (0 missing)
  Surrogate splits:
      c1  < 4307.676 to the right, agree=0.798, adj=0.105, (0 split)
      c11 < 4183.068 to the left,  agree=0.798, adj=0.105, (0 split)
      c12 < 4202.722 to the left,  agree=0.798, adj=0.105, (0 split)
      c15 < 4590.546 to the left,  agree=0.786, adj=0.053, (0 split)

Node number 511: 593 observations,    complexity param=0.0003545345
  predicted class=open    expected loss=0.0623946  P(node) =0.05666507
    class counts:    37   556
   probabilities: 0.062 0.938 
  left son=1022 (7 obs) right son=1023 (586 obs)
  Primary splits:
      c13 < 4249.047 to the left,  improve=1.8996200, (0 missing)
      c10 < 4582.379 to the left,  improve=1.7611780, (0 missing)
      c1  < 4283.896 to the left,  improve=1.1832910, (0 missing)
      c3  < 4029.793 to the left,  improve=0.8483307, (0 missing)
      c5  < 4144.085 to the right, improve=0.7838464, (0 missing)

Node number 512: 227 observations,    complexity param=0.0001063603
  predicted class=closed  expected loss=0.004405286  P(node) =0.02169135
    class counts:   226     1
   probabilities: 0.996 0.004 
  left son=1024 (186 obs) right son=1025 (41 obs)
  Primary splits:
      c12 < 4214.917 to the right, improve=0.03996992, (0 missing)
      c13 < 4292.052 to the right, improve=0.03770106, (0 missing)
      c8  < 4081.663 to the right, improve=0.03374262, (0 missing)
      c5  < 4091.428 to the right, improve=0.02755306, (0 missing)
      c3  < 3967.316 to the right, improve=0.02344749, (0 missing)
  Surrogate splits:
      c10 < 4658.1   to the left,  agree=0.841, adj=0.122, (0 split)
      c7  < 4289.622 to the left,  agree=0.837, adj=0.098, (0 split)
      c3  < 3910.627 to the right, agree=0.828, adj=0.049, (0 split)
      c5  < 4057.856 to the right, agree=0.828, adj=0.049, (0 split)
      c9  < 4250.972 to the left,  agree=0.828, adj=0.049, (0 split)

Node number 513: 32 observations,    complexity param=0.0001276324
  predicted class=closed  expected loss=0.0625  P(node) =0.003057812
    class counts:    30     2
   probabilities: 0.938 0.062 
  left son=1026 (31 obs) right son=1027 (1 obs)
  Primary splits:
      c2  < 4282.844 to the left,  improve=1.814516, (0 missing)
      c5  < 4125.494 to the left,  improve=1.814516, (0 missing)
      c7  < 4264.055 to the left,  improve=1.814516, (0 missing)
      c9  < 4233.169 to the left,  improve=1.814516, (0 missing)
      c10 < 4604.414 to the right, improve=1.814516, (0 missing)

Node number 514: 4 observations
  predicted class=closed  expected loss=0  P(node) =0.0003822265
    class counts:     4     0
   probabilities: 1.000 0.000 

Node number 515: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 516: 37 observations
  predicted class=closed  expected loss=0  P(node) =0.003535595
    class counts:    37     0
   probabilities: 1.000 0.000 

Node number 517: 7 observations,    complexity param=0.0001701766
  predicted class=closed  expected loss=0.2857143  P(node) =0.0006688963
    class counts:     5     2
   probabilities: 0.714 0.286 
  left son=1034 (5 obs) right son=1035 (2 obs)
  Primary splits:
      c2  < 4264.336 to the left,  improve=2.857143, (0 missing)
      c4  < 4610.147 to the left,  improve=2.857143, (0 missing)
      c12 < 4240.5   to the left,  improve=2.857143, (0 missing)
      c3  < 3965.637 to the left,  improve=1.523810, (0 missing)
      c6  < 4321.494 to the left,  improve=1.523810, (0 missing)
  Surrogate splits:
      c4  < 4610.147 to the left,  agree=1.000, adj=1.0, (0 split)
      c12 < 4240.5   to the left,  agree=1.000, adj=1.0, (0 split)
      c3  < 3965.637 to the left,  agree=0.857, adj=0.5, (0 split)
      c6  < 4321.494 to the left,  agree=0.857, adj=0.5, (0 split)
      c7  < 4247.903 to the right, agree=0.857, adj=0.5, (0 split)

Node number 518: 4 observations
  predicted class=closed  expected loss=0  P(node) =0.0003822265
    class counts:     4     0
   probabilities: 1.000 0.000 

Node number 519: 5 observations,    complexity param=0.0001701766
  predicted class=open    expected loss=0.2  P(node) =0.0004777831
    class counts:     1     4
   probabilities: 0.200 0.800 
  left son=1038 (1 obs) right son=1039 (4 obs)
  Primary splits:
      c7  < 4233.884 to the left,  improve=1.6, (0 missing)
      c10 < 4631.405 to the right, improve=1.6, (0 missing)
      c11 < 4194.895 to the left,  improve=1.6, (0 missing)
      c12 < 4214.169 to the left,  improve=1.6, (0 missing)
      c15 < 4596.518 to the left,  improve=1.6, (0 missing)

Node number 530: 2 observations
  predicted class=closed  expected loss=0  P(node) =0.0001911132
    class counts:     2     0
   probabilities: 1.000 0.000 

Node number 531: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 542: 3 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.3333333  P(node) =0.0002866699
    class counts:     2     1
   probabilities: 0.667 0.333 
  left son=1084 (2 obs) right son=1085 (1 obs)
  Primary splits:
      c1  < 4308.26  to the left,  improve=1.333333, (0 missing)
      c8  < 4073.118 to the right, improve=1.333333, (0 missing)
      c9  < 4219.648 to the right, improve=1.333333, (0 missing)
      c12 < 4227.849 to the left,  improve=1.333333, (0 missing)
      c15 < 4656.112 to the left,  improve=1.333333, (0 missing)

Node number 543: 10 observations
  predicted class=open    expected loss=0  P(node) =0.0009555662
    class counts:     0    10
   probabilities: 0.000 1.000 

Node number 632: 5 observations
  predicted class=closed  expected loss=0  P(node) =0.0004777831
    class counts:     5     0
   probabilities: 1.000 0.000 

Node number 633: 5 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.2  P(node) =0.0004777831
    class counts:     1     4
   probabilities: 0.200 0.800 
  left son=1266 (1 obs) right son=1267 (4 obs)
  Primary splits:
      c2  < 4262.669 to the right, improve=1.6, (0 missing)
      c6  < 4353.861 to the right, improve=1.6, (0 missing)
      c8  < 4086.42  to the right, improve=1.6, (0 missing)
      c9  < 4204.367 to the left,  improve=1.6, (0 missing)
      c10 < 4634.697 to the right, improve=1.6, (0 missing)

Node number 640: 338 observations,    complexity param=0.0002481741
  predicted class=closed  expected loss=0.03846154  P(node) =0.03229814
    class counts:   325    13
   probabilities: 0.962 0.038 
  left son=1280 (337 obs) right son=1281 (1 obs)
  Primary splits:
      c13 < 4334.068 to the left,  improve=1.8545990, (0 missing)
      c5  < 4164.174 to the left,  improve=1.3870260, (0 missing)
      c4  < 4641.023 to the left,  improve=1.1402220, (0 missing)
      c2  < 4285.433 to the left,  improve=0.9301127, (0 missing)
      c8  < 4105.224 to the right, improve=0.9134650, (0 missing)

Node number 641: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 644: 52 observations,    complexity param=0.0003722612
  predicted class=closed  expected loss=0.09615385  P(node) =0.004968944
    class counts:    47     5
   probabilities: 0.904 0.096 
  left son=1288 (34 obs) right son=1289 (18 obs)
  Primary splits:
      c8  < 4097.839 to the left,  improve=1.8162390, (0 missing)
      c4  < 4610.305 to the right, improve=1.6659130, (0 missing)
      c1  < 4315.292 to the right, improve=0.8903134, (0 missing)
      c5  < 4118.724 to the left,  improve=0.8241758, (0 missing)
      c16 < 4388.443 to the right, improve=0.7625995, (0 missing)
  Surrogate splits:
      c6  < 4343.097 to the right, agree=0.788, adj=0.389, (0 split)
      c4  < 4611.699 to the right, agree=0.692, adj=0.111, (0 split)
      c5  < 4112.12  to the right, agree=0.692, adj=0.111, (0 split)
      c13 < 4294.797 to the left,  agree=0.692, adj=0.111, (0 split)
      c1  < 4350.558 to the left,  agree=0.673, adj=0.056, (0 split)

Node number 645: 5 observations,    complexity param=0.0003722612
  predicted class=open    expected loss=0.4  P(node) =0.0004777831
    class counts:     2     3
   probabilities: 0.400 0.600 
  left son=1290 (2 obs) right son=1291 (3 obs)
  Primary splits:
      c1 < 4305.821 to the right, improve=2.4, (0 missing)
      c3 < 3993.272 to the left,  improve=2.4, (0 missing)
      c4 < 4620.87  to the left,  improve=2.4, (0 missing)
      c6 < 4328.566 to the left,  improve=2.4, (0 missing)
      c7 < 4230.837 to the left,  improve=2.4, (0 missing)
  Surrogate splits:
      c3  < 3993.272 to the left,  agree=1, adj=1, (0 split)
      c4  < 4620.87  to the left,  agree=1, adj=1, (0 split)
      c6  < 4328.566 to the left,  agree=1, adj=1, (0 split)
      c7  < 4230.837 to the left,  agree=1, adj=1, (0 split)
      c11 < 4195.576 to the left,  agree=1, adj=1, (0 split)

Node number 646: 8 observations
  predicted class=closed  expected loss=0  P(node) =0.0007644529
    class counts:     8     0
   probabilities: 1.000 0.000 

Node number 647: 21 observations,    complexity param=0.0004254414
  predicted class=open    expected loss=0.2380952  P(node) =0.002006689
    class counts:     5    16
   probabilities: 0.238 0.762 
  left son=1294 (2 obs) right son=1295 (19 obs)
  Primary splits:
      c4  < 4623.371 to the left,  improve=2.566416, (0 missing)
      c5  < 4169.652 to the right, improve=2.566416, (0 missing)
      c16 < 4392.922 to the right, improve=2.566416, (0 missing)
      c10 < 4636.691 to the left,  improve=1.785714, (0 missing)
      c12 < 4228.269 to the left,  improve=1.465201, (0 missing)

Node number 648: 106 observations,    complexity param=0.0001418138
  predicted class=closed  expected loss=0.01886792  P(node) =0.010129
    class counts:   104     2
   probabilities: 0.981 0.019 
  left son=1296 (95 obs) right son=1297 (11 obs)
  Primary splits:
      c1  < 4357.227 to the right, improve=0.6518010, (0 missing)
      c16 < 4413.043 to the right, improve=0.2723544, (0 missing)
      c12 < 4222.795 to the right, improve=0.2578616, (0 missing)
      c5  < 4181.17  to the right, improve=0.2322206, (0 missing)
      c8  < 4116.665 to the right, improve=0.2304446, (0 missing)
  Surrogate splits:
      c10 < 4649.553 to the right, agree=0.925, adj=0.273, (0 split)

Node number 649: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 650: 36 observations,    complexity param=0.0001063603
  predicted class=closed  expected loss=0.02777778  P(node) =0.003440038
    class counts:    35     1
   probabilities: 0.972 0.028 
  left son=1300 (33 obs) right son=1301 (3 obs)
  Primary splits:
      c13 < 4368.234 to the left,  improve=0.6111111, (0 missing)
      c5  < 4186.317 to the right, improve=0.2301587, (0 missing)
      c1  < 4385.405 to the right, improve=0.1444444, (0 missing)
      c8  < 4134.809 to the right, improve=0.1444444, (0 missing)
      c4  < 4698.842 to the left,  improve=0.1262626, (0 missing)
  Surrogate splits:
      c2  < 4361.678 to the left,  agree=0.972, adj=0.667, (0 split)
      c16 < 4472.966 to the left,  agree=0.972, adj=0.667, (0 split)
      c5  < 4214.108 to the left,  agree=0.944, adj=0.333, (0 split)

Node number 651: 27 observations,    complexity param=0.0006381621
  predicted class=open    expected loss=0.2222222  P(node) =0.002580029
    class counts:     6    21
   probabilities: 0.222 0.778 
  left son=1302 (5 obs) right son=1303 (22 obs)
  Primary splits:
      c13 < 4335.605 to the left,  improve=4.096970, (0 missing)
      c15 < 4686.814 to the right, improve=4.096970, (0 missing)
      c4  < 4673.465 to the left,  improve=4.083333, (0 missing)
      c16 < 4444.407 to the right, improve=4.083333, (0 missing)
      c10 < 4666.174 to the left,  improve=1.751515, (0 missing)
  Surrogate splits:
      c4  < 4680.185 to the left,  agree=0.963, adj=0.8, (0 split)
      c9  < 4238.341 to the left,  agree=0.889, adj=0.4, (0 split)
      c10 < 4661.63  to the left,  agree=0.889, adj=0.4, (0 split)
      c7  < 4286.286 to the left,  agree=0.852, adj=0.2, (0 split)
      c11 < 4263.614 to the left,  agree=0.852, adj=0.2, (0 split)

Node number 704: 120 observations,    complexity param=0.0006381621
  predicted class=closed  expected loss=0.1083333  P(node) =0.01146679
    class counts:   107    13
   probabilities: 0.892 0.108 
  left son=1408 (117 obs) right son=1409 (3 obs)
  Primary splits:
      c11 < 4164.648 to the right, improve=4.892735, (0 missing)
      c3  < 4016.13  to the left,  improve=4.000641, (0 missing)
      c8  < 4082.638 to the left,  improve=1.918376, (0 missing)
      c10 < 4572.304 to the right, improve=1.603501, (0 missing)
      c12 < 4189.435 to the right, improve=1.603501, (0 missing)

Node number 705: 255 observations,    complexity param=0.0009572431
  predicted class=closed  expected loss=0.2784314  P(node) =0.02436694
    class counts:   184    71
   probabilities: 0.722 0.278 
  left son=1410 (240 obs) right son=1411 (15 obs)
  Primary splits:
      c10 < 4592.601 to the right, improve=8.671078, (0 missing)
      c9  < 4177.746 to the right, improve=5.878737, (0 missing)
      c2  < 4264.754 to the right, improve=4.373930, (0 missing)
      c15 < 4666.67  to the left,  improve=3.201043, (0 missing)
      c13 < 4288.5   to the right, improve=2.987874, (0 missing)
  Surrogate splits:
      c9 < 4178.718 to the right, agree=0.953, adj=0.200, (0 split)
      c3 < 3989.14  to the right, agree=0.949, adj=0.133, (0 split)

Node number 706: 136 observations,    complexity param=0.001063603
  predicted class=closed  expected loss=0.3235294  P(node) =0.0129957
    class counts:    92    44
   probabilities: 0.676 0.324 
  left son=1412 (117 obs) right son=1413 (19 obs)
  Primary splits:
      c10 < 4622.957 to the left,  improve=4.191580, (0 missing)
      c4  < 4611.149 to the left,  improve=3.137718, (0 missing)
      c12 < 4264.793 to the left,  improve=3.091912, (0 missing)
      c9  < 4190.764 to the left,  improve=2.893536, (0 missing)
      c2  < 4284.165 to the left,  improve=2.807607, (0 missing)

Node number 707: 45 observations,    complexity param=0.0008508828
  predicted class=open    expected loss=0.3555556  P(node) =0.004300048
    class counts:    16    29
   probabilities: 0.356 0.644 
  left son=1414 (16 obs) right son=1415 (29 obs)
  Primary splits:
      c10 < 4624.624 to the right, improve=3.604981, (0 missing)
      c15 < 4608.924 to the right, improve=3.092810, (0 missing)
      c8  < 4091.422 to the right, improve=2.669841, (0 missing)
      c9  < 4205.232 to the left,  improve=1.742222, (0 missing)
      c11 < 4221.344 to the right, improve=1.738501, (0 missing)
  Surrogate splits:
      c8  < 4077.866 to the right, agree=0.756, adj=0.312, (0 split)
      c16 < 4374.706 to the right, agree=0.733, adj=0.250, (0 split)
      c2  < 4277.482 to the right, agree=0.711, adj=0.187, (0 split)
      c3  < 4013.021 to the right, agree=0.711, adj=0.187, (0 split)
      c4  < 4606.176 to the left,  agree=0.689, adj=0.125, (0 split)

Node number 710: 2 observations
  predicted class=closed  expected loss=0  P(node) =0.0001911132
    class counts:     2     0
   probabilities: 1.000 0.000 

Node number 711: 23 observations
  predicted class=open    expected loss=0  P(node) =0.002197802
    class counts:     0    23
   probabilities: 0.000 1.000 

Node number 712: 36 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.02777778  P(node) =0.003440038
    class counts:    35     1
   probabilities: 0.972 0.028 
  left son=1424 (35 obs) right son=1425 (1 obs)
  Primary splits:
      c1  < 4424.429 to the left,  improve=1.9444440, (0 missing)
      c8  < 4042.797 to the right, improve=1.9444440, (0 missing)
      c16 < 4492.167 to the left,  improve=1.9444440, (0 missing)
      c11 < 4256.889 to the left,  improve=0.9444444, (0 missing)
      c2  < 4290.138 to the left,  improve=0.6111111, (0 missing)

Node number 713: 6 observations,    complexity param=0.0004254414
  predicted class=open    expected loss=0.3333333  P(node) =0.0005733397
    class counts:     2     4
   probabilities: 0.333 0.667 
  left son=1426 (2 obs) right son=1427 (4 obs)
  Primary splits:
      c7  < 4251.285 to the right, improve=2.666667, (0 missing)
      c13 < 4306.724 to the right, improve=2.666667, (0 missing)
      c2  < 4277.398 to the right, improve=1.333333, (0 missing)
      c4  < 4616.022 to the right, improve=1.333333, (0 missing)
      c10 < 4617.565 to the right, improve=1.333333, (0 missing)
  Surrogate splits:
      c13 < 4306.724 to the right, agree=1.000, adj=1.0, (0 split)
      c2  < 4277.398 to the right, agree=0.833, adj=0.5, (0 split)
      c4  < 4616.022 to the right, agree=0.833, adj=0.5, (0 split)
      c10 < 4617.565 to the right, agree=0.833, adj=0.5, (0 split)
      c11 < 4230.196 to the right, agree=0.833, adj=0.5, (0 split)

Node number 714: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 715: 10 observations
  predicted class=open    expected loss=0  P(node) =0.0009555662
    class counts:     0    10
   probabilities: 0.000 1.000 

Node number 718: 55 observations,    complexity param=0.001169964
  predicted class=closed  expected loss=0.4727273  P(node) =0.005255614
    class counts:    29    26
   probabilities: 0.527 0.473 
  left son=1436 (45 obs) right son=1437 (10 obs)
  Primary splits:
      c3  < 4046.713 to the left,  improve=4.462626, (0 missing)
      c9  < 4198.698 to the left,  improve=3.989610, (0 missing)
      c4  < 4615.543 to the right, improve=3.462138, (0 missing)
      c11 < 4213.388 to the left,  improve=3.331095, (0 missing)
      c12 < 4229.78  to the right, improve=3.235158, (0 missing)
  Surrogate splits:
      c7 < 4207.437 to the right, agree=0.855, adj=0.2, (0 split)
      c6 < 4354.875 to the left,  agree=0.836, adj=0.1, (0 split)

Node number 719: 146 observations,    complexity param=0.0004254414
  predicted class=open    expected loss=0.239726  P(node) =0.01395127
    class counts:    35   111
   probabilities: 0.240 0.760 
  left son=1438 (70 obs) right son=1439 (76 obs)
  Primary splits:
      c8  < 4064.692 to the left,  improve=4.665043, (0 missing)
      c10 < 4599.564 to the left,  improve=3.642295, (0 missing)
      c11 < 4219.249 to the right, improve=2.720790, (0 missing)
      c7  < 4199.75  to the left,  improve=2.344178, (0 missing)
      c13 < 4264.076 to the left,  improve=2.344178, (0 missing)
  Surrogate splits:
      c7  < 4219.056 to the left,  agree=0.637, adj=0.243, (0 split)
      c10 < 4593.903 to the left,  agree=0.630, adj=0.229, (0 split)
      c1  < 4358.071 to the right, agree=0.623, adj=0.214, (0 split)
      c9  < 4194.557 to the left,  agree=0.610, adj=0.186, (0 split)
      c13 < 4273.532 to the left,  agree=0.610, adj=0.186, (0 split)

Node number 720: 81 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.03703704  P(node) =0.007740086
    class counts:    78     3
   probabilities: 0.963 0.037 
  left son=1440 (80 obs) right son=1441 (1 obs)
  Primary splits:
      c4  < 4617.376 to the right, improve=1.8777780, (0 missing)
      c15 < 4745.405 to the left,  improve=0.8790436, (0 missing)
      c5  < 4115.325 to the right, improve=0.6944444, (0 missing)
      c6  < 4341.664 to the right, improve=0.6059468, (0 missing)
      c8  < 4075.653 to the right, improve=0.6059468, (0 missing)

Node number 721: 2 observations
  predicted class=open    expected loss=0  P(node) =0.0001911132
    class counts:     0     2
   probabilities: 0.000 1.000 

Node number 724: 35 observations,    complexity param=0.0009217897
  predicted class=closed  expected loss=0.3428571  P(node) =0.003344482
    class counts:    23    12
   probabilities: 0.657 0.343 
  left son=1448 (22 obs) right son=1449 (13 obs)
  Primary splits:
      c6  < 4342.498 to the right, improve=5.051149, (0 missing)
      c8  < 4068.312 to the right, improve=3.438095, (0 missing)
      c11 < 4229.007 to the right, improve=3.438095, (0 missing)
      c9  < 4204.212 to the right, improve=3.291429, (0 missing)
      c7  < 4256.33  to the right, improve=2.848352, (0 missing)
  Surrogate splits:
      c11 < 4222.882 to the right, agree=0.771, adj=0.385, (0 split)
      c5  < 4137.702 to the right, agree=0.743, adj=0.308, (0 split)
      c15 < 4623.816 to the right, agree=0.714, adj=0.231, (0 split)
      c4  < 4618.592 to the right, agree=0.686, adj=0.154, (0 split)
      c7  < 4238.999 to the right, agree=0.686, adj=0.154, (0 split)

Node number 725: 10 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.2  P(node) =0.0009555662
    class counts:     2     8
   probabilities: 0.200 0.800 
  left son=1450 (3 obs) right son=1451 (7 obs)
  Primary splits:
      c2  < 4292.546 to the left,  improve=1.866667, (0 missing)
      c7  < 4255.813 to the left,  improve=1.866667, (0 missing)
      c8  < 4088.57  to the right, improve=1.866667, (0 missing)
      c10 < 4640.664 to the right, improve=1.866667, (0 missing)
      c4  < 4649.587 to the right, improve=1.422222, (0 missing)
  Surrogate splits:
      c1  < 4333.785 to the left,  agree=0.9, adj=0.667, (0 split)
      c4  < 4641.951 to the right, agree=0.9, adj=0.667, (0 split)
      c10 < 4639.004 to the right, agree=0.9, adj=0.667, (0 split)
      c11 < 4232.614 to the left,  agree=0.9, adj=0.667, (0 split)
      c13 < 4306.606 to the left,  agree=0.9, adj=0.667, (0 split)

Node number 728: 407 observations,    complexity param=0.003332624
  predicted class=closed  expected loss=0.4422604  P(node) =0.03889154
    class counts:   227   180
   probabilities: 0.558 0.442 
  left son=1456 (298 obs) right son=1457 (109 obs)
  Primary splits:
      c4  < 4631.919 to the left,  improve=15.404980, (0 missing)
      c3  < 4004.28  to the right, improve= 7.438782, (0 missing)
      c9  < 4220.942 to the right, improve= 6.347129, (0 missing)
      c15 < 4588.421 to the left,  improve= 5.532419, (0 missing)
      c1  < 4345.833 to the left,  improve= 5.076968, (0 missing)
  Surrogate splits:
      c6  < 4359.565 to the left,  agree=0.769, adj=0.138, (0 split)
      c8  < 4088.957 to the left,  agree=0.762, adj=0.110, (0 split)
      c11 < 4223.826 to the left,  agree=0.759, adj=0.101, (0 split)
      c2  < 4300.134 to the left,  agree=0.749, adj=0.064, (0 split)
      c3  < 3997.035 to the right, agree=0.747, adj=0.055, (0 split)

Node number 729: 300 observations,    complexity param=0.002765369
  predicted class=open    expected loss=0.3333333  P(node) =0.02866699
    class counts:   100   200
   probabilities: 0.333 0.667 
  left son=1458 (106 obs) right son=1459 (194 obs)
  Primary splits:
      c1  < 4309.91  to the right, improve=7.161382, (0 missing)
      c10 < 4613     to the right, improve=7.053333, (0 missing)
      c15 < 4634.158 to the right, improve=6.643678, (0 missing)
      c3  < 4027.683 to the left,  improve=6.267738, (0 missing)
      c11 < 4193.156 to the right, improve=5.537099, (0 missing)
  Surrogate splits:
      c16 < 4379.815 to the right, agree=0.713, adj=0.189, (0 split)
      c7  < 4254.555 to the right, agree=0.683, adj=0.104, (0 split)
      c15 < 4633.748 to the right, agree=0.670, adj=0.066, (0 split)
      c3  < 4017.654 to the right, agree=0.667, adj=0.057, (0 split)
      c11 < 4225.128 to the right, agree=0.663, adj=0.047, (0 split)

Node number 730: 81 observations,    complexity param=0.001063603
  predicted class=open    expected loss=0.3209877  P(node) =0.007740086
    class counts:    26    55
   probabilities: 0.321 0.679 
  left son=1460 (20 obs) right son=1461 (61 obs)
  Primary splits:
      c15 < 4631.667 to the right, improve=9.775855, (0 missing)
      c1  < 4316.41  to the right, improve=8.289130, (0 missing)
      c9  < 4223.82  to the right, improve=7.649487, (0 missing)
      c2  < 4288.041 to the right, improve=7.339411, (0 missing)
      c5  < 4123.791 to the right, improve=6.530864, (0 missing)
  Surrogate splits:
      c9 < 4223.82  to the right, agree=0.827, adj=0.30, (0 split)
      c7 < 4256.77  to the right, agree=0.815, adj=0.25, (0 split)
      c6 < 4360.121 to the right, agree=0.802, adj=0.20, (0 split)
      c1 < 4331.079 to the right, agree=0.790, adj=0.15, (0 split)
      c4 < 4643.924 to the right, agree=0.790, adj=0.15, (0 split)

Node number 731: 85 observations,    complexity param=0.000319081
  predicted class=open    expected loss=0.07058824  P(node) =0.008122312
    class counts:     6    79
   probabilities: 0.071 0.929 
  left son=1462 (7 obs) right son=1463 (78 obs)
  Primary splits:
      c4  < 4626.535 to the left,  improve=1.955139, (0 missing)
      c9  < 4200.471 to the left,  improve=1.748179, (0 missing)
      c10 < 4627.586 to the left,  improve=1.152941, (0 missing)
      c12 < 4232.518 to the right, improve=1.098887, (0 missing)
      c6  < 4347.218 to the left,  improve=1.050122, (0 missing)
  Surrogate splits:
      c15 < 4615.343 to the left,  agree=0.929, adj=0.143, (0 split)

Node number 734: 4 observations
  predicted class=closed  expected loss=0  P(node) =0.0003822265
    class counts:     4     0
   probabilities: 1.000 0.000 

Node number 735: 248 observations,    complexity param=0.0004963483
  predicted class=open    expected loss=0.1693548  P(node) =0.02369804
    class counts:    42   206
   probabilities: 0.169 0.831 
  left son=1470 (81 obs) right son=1471 (167 obs)
  Primary splits:
      c4  < 4622.481 to the left,  improve=5.531420, (0 missing)
      c2  < 4253.971 to the right, improve=5.017814, (0 missing)
      c8  < 4068.794 to the left,  improve=4.991383, (0 missing)
      c10 < 4620.169 to the right, improve=4.163096, (0 missing)
      c16 < 4364.34  to the left,  improve=3.432527, (0 missing)
  Surrogate splits:
      c8  < 4056.144 to the left,  agree=0.730, adj=0.173, (0 split)
      c9  < 4184.132 to the left,  agree=0.706, adj=0.099, (0 split)
      c5  < 4113.826 to the left,  agree=0.702, adj=0.086, (0 split)
      c1  < 4326.122 to the right, agree=0.698, adj=0.074, (0 split)
      c11 < 4188.928 to the left,  agree=0.690, adj=0.049, (0 split)

Node number 752: 19 observations
  predicted class=closed  expected loss=0  P(node) =0.001815576
    class counts:    19     0
   probabilities: 1.000 0.000 

Node number 753: 6 observations,    complexity param=0.000319081
  predicted class=closed  expected loss=0.5  P(node) =0.0005733397
    class counts:     3     3
   probabilities: 0.500 0.500 
  left son=1506 (3 obs) right son=1507 (3 obs)
  Primary splits:
      c3  < 4112.293 to the right, improve=3.0, (0 missing)
      c2  < 4300.932 to the right, improve=1.5, (0 missing)
      c12 < 4229.547 to the left,  improve=1.5, (0 missing)
      c15 < 4656.824 to the right, improve=1.5, (0 missing)
      c16 < 4453.454 to the right, improve=1.5, (0 missing)
  Surrogate splits:
      c2  < 4300.932 to the right, agree=0.833, adj=0.667, (0 split)
      c12 < 4229.547 to the left,  agree=0.833, adj=0.667, (0 split)
      c15 < 4656.824 to the right, agree=0.833, adj=0.667, (0 split)
      c16 < 4453.454 to the right, agree=0.833, adj=0.667, (0 split)
      c1  < 4423.075 to the right, agree=0.667, adj=0.333, (0 split)

Node number 756: 7 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.1428571  P(node) =0.0006688963
    class counts:     6     1
   probabilities: 0.857 0.143 
  left son=1512 (6 obs) right son=1513 (1 obs)
  Primary splits:
      c2  < 4262.144 to the right, improve=1.714286, (0 missing)
      c4  < 4595.923 to the right, improve=1.714286, (0 missing)
      c6  < 4322.26  to the right, improve=1.714286, (0 missing)
      c8  < 4056.471 to the right, improve=1.714286, (0 missing)
      c10 < 4573.163 to the right, improve=1.714286, (0 missing)

Node number 757: 4 observations
  predicted class=open    expected loss=0  P(node) =0.0003822265
    class counts:     0     4
   probabilities: 0.000 1.000 

Node number 758: 4 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.25  P(node) =0.0003822265
    class counts:     3     1
   probabilities: 0.750 0.250 
  left son=1516 (3 obs) right son=1517 (1 obs)
  Primary splits:
      c1 < 4431.813 to the left,  improve=1.5, (0 missing)
      c2 < 4323.629 to the left,  improve=1.5, (0 missing)
      c3 < 4101.844 to the left,  improve=1.5, (0 missing)
      c4 < 4616.376 to the left,  improve=1.5, (0 missing)
      c5 < 4177.462 to the left,  improve=1.5, (0 missing)

Node number 759: 80 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.0625  P(node) =0.007644529
    class counts:     5    75
   probabilities: 0.063 0.938 
  left son=1518 (3 obs) right son=1519 (77 obs)
  Primary splits:
      c8  < 4084.628 to the right, improve=2.2754330, (0 missing)
      c3  < 4064.829 to the left,  improve=2.2754330, (0 missing)
      c5  < 4163.821 to the right, improve=0.8901515, (0 missing)
      c9  < 4199.645 to the right, improve=0.7852564, (0 missing)
      c11 < 4215.398 to the right, improve=0.5654762, (0 missing)

Node number 764: 3 observations
  predicted class=closed  expected loss=0  P(node) =0.0002866699
    class counts:     3     0
   probabilities: 1.000 0.000 

Node number 765: 55 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.09090909  P(node) =0.005255614
    class counts:     5    50
   probabilities: 0.091 0.909 
  left son=1530 (3 obs) right son=1531 (52 obs)
  Primary splits:
      c3  < 4117.352 to the right, improve=2.1037300, (0 missing)
      c5  < 4155.6   to the right, improve=1.8686870, (0 missing)
      c4  < 4637.382 to the right, improve=1.4438500, (0 missing)
      c10 < 4611.129 to the left,  improve=1.0139860, (0 missing)
      c9  < 4198.634 to the left,  improve=0.8766234, (0 missing)

Node number 766: 9 observations,    complexity param=0.0001418138
  predicted class=open    expected loss=0.2222222  P(node) =0.0008600096
    class counts:     2     7
   probabilities: 0.222 0.778 
  left son=1532 (3 obs) right son=1533 (6 obs)
  Primary splits:
      c6  < 4347.79  to the left,  improve=1.777778, (0 missing)
      c1  < 4430.758 to the right, improve=1.361111, (0 missing)
      c3  < 4063.317 to the right, improve=1.361111, (0 missing)
      c7  < 4271.675 to the right, improve=1.361111, (0 missing)
      c11 < 4246.293 to the right, improve=1.361111, (0 missing)
  Surrogate splits:
      c8  < 4070.979 to the left,  agree=0.889, adj=0.667, (0 split)
      c12 < 4223.937 to the left,  agree=0.889, adj=0.667, (0 split)
      c4  < 4619.936 to the left,  agree=0.778, adj=0.333, (0 split)

Node number 767: 128 observations,    complexity param=0.0001063603
  predicted class=open    expected loss=0.015625  P(node) =0.01223125
    class counts:     2   126
   probabilities: 0.016 0.984 
  left son=1534 (37 obs) right son=1535 (91 obs)
  Primary splits:
      c2  < 4311.451 to the right, improve=0.1537162, (0 missing)
      c8  < 4061.181 to the left,  improve=0.1326220, (0 missing)
      c13 < 4307.378 to the left,  improve=0.1114130, (0 missing)
      c6  < 4346.199 to the right, improve=0.1077128, (0 missing)
      c16 < 4465.442 to the left,  improve=0.1077128, (0 missing)
  Surrogate splits:
      c5  < 4178.41  to the right, agree=0.805, adj=0.324, (0 split)
      c1  < 4464.804 to the right, agree=0.789, adj=0.270, (0 split)
      c16 < 4511.042 to the right, agree=0.781, adj=0.243, (0 split)
      c3  < 4121.491 to the right, agree=0.758, adj=0.162, (0 split)
      c13 < 4323.201 to the right, agree=0.758, adj=0.162, (0 split)

Node number 768: 218 observations,    complexity param=0.0001215547
  predicted class=closed  expected loss=0.03211009  P(node) =0.02083134
    class counts:   211     7
   probabilities: 0.968 0.032 
  left son=1536 (216 obs) right son=1537 (2 obs)
  Primary splits:
      c8  < 4054.433 to the left,  improve=0.8837920, (0 missing)
      c16 < 4323.836 to the right, improve=0.8837920, (0 missing)
      c7  < 4227.749 to the left,  improve=0.4625277, (0 missing)
      c15 < 4626.323 to the left,  improve=0.3869073, (0 missing)
      c6  < 4333.812 to the right, improve=0.2657872, (0 missing)

Node number 769: 10 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.3  P(node) =0.0009555662
    class counts:     7     3
   probabilities: 0.700 0.300 
  left son=1538 (8 obs) right son=1539 (2 obs)
  Primary splits:
      c12 < 4203.635 to the left,  improve=2.45, (0 missing)
      c16 < 4339.924 to the right, improve=1.80, (0 missing)
      c1  < 4272.103 to the left,  improve=1.20, (0 missing)
      c8  < 4043.715 to the left,  improve=1.20, (0 missing)
      c11 < 4197.959 to the right, improve=1.20, (0 missing)
  Surrogate splits:
      c11 < 4186.452 to the right, agree=0.9, adj=0.5, (0 split)
      c13 < 4273.913 to the right, agree=0.9, adj=0.5, (0 split)
      c15 < 4582.238 to the right, agree=0.9, adj=0.5, (0 split)

Node number 772: 52 observations
  predicted class=closed  expected loss=0  P(node) =0.004968944
    class counts:    52     0
   probabilities: 1.000 0.000 

Node number 773: 7 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.2857143  P(node) =0.0006688963
    class counts:     5     2
   probabilities: 0.714 0.286 
  left son=1546 (5 obs) right son=1547 (2 obs)
  Primary splits:
      c16 < 4335.346 to the right, improve=2.857143, (0 missing)
      c2  < 4255.187 to the left,  improve=1.523810, (0 missing)
      c5  < 4113.036 to the left,  improve=1.523810, (0 missing)
      c11 < 4193.155 to the right, improve=1.523810, (0 missing)
      c13 < 4270.833 to the right, improve=1.523810, (0 missing)
  Surrogate splits:
      c2  < 4255.187 to the left,  agree=0.857, adj=0.5, (0 split)
      c5  < 4113.036 to the left,  agree=0.857, adj=0.5, (0 split)
      c11 < 4193.155 to the right, agree=0.857, adj=0.5, (0 split)
      c13 < 4270.833 to the right, agree=0.857, adj=0.5, (0 split)
      c15 < 4590.126 to the right, agree=0.857, adj=0.5, (0 split)

Node number 774: 85 observations,    complexity param=0.0003722612
  predicted class=closed  expected loss=0.2470588  P(node) =0.008122312
    class counts:    64    21
   probabilities: 0.753 0.247 
  left son=1548 (25 obs) right son=1549 (60 obs)
  Primary splits:
      c7  < 4216.343 to the left,  improve=3.036863, (0 missing)
      c3  < 3980.475 to the right, improve=2.823529, (0 missing)
      c11 < 4156.693 to the right, improve=2.322325, (0 missing)
      c2  < 4262.568 to the left,  improve=1.840672, (0 missing)
      c10 < 4589.969 to the left,  improve=1.705721, (0 missing)
  Surrogate splits:
      c10 < 4601.053 to the left,  agree=0.776, adj=0.24, (0 split)
      c11 < 4185.028 to the left,  agree=0.776, adj=0.24, (0 split)
      c4  < 4588.148 to the left,  agree=0.741, adj=0.12, (0 split)
      c5  < 4127.89  to the right, agree=0.741, adj=0.12, (0 split)
      c6  < 4324.671 to the left,  agree=0.741, adj=0.12, (0 split)

Node number 775: 7 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.1428571  P(node) =0.0006688963
    class counts:     1     6
   probabilities: 0.143 0.857 
  left son=1550 (1 obs) right son=1551 (6 obs)
  Primary splits:
      c6 < 4337.89  to the right, improve=1.7142860, (0 missing)
      c7 < 4215.345 to the left,  improve=0.7142857, (0 missing)
      c9 < 4184.642 to the left,  improve=0.7142857, (0 missing)
      c1 < 4279.91  to the right, improve=0.3809524, (0 missing)
      c4 < 4604.907 to the left,  improve=0.3809524, (0 missing)

Node number 784: 40 observations
  predicted class=closed  expected loss=0  P(node) =0.003822265
    class counts:    40     0
   probabilities: 1.000 0.000 

Node number 785: 10 observations,    complexity param=0.0001418138
  predicted class=closed  expected loss=0.2  P(node) =0.0009555662
    class counts:     8     2
   probabilities: 0.800 0.200 
  left son=1570 (7 obs) right son=1571 (3 obs)
  Primary splits:
      c1  < 4294.907 to the right, improve=1.866667, (0 missing)
      c6  < 4336.802 to the right, improve=1.866667, (0 missing)
      c12 < 4232.359 to the left,  improve=1.866667, (0 missing)
      c10 < 4597.299 to the right, improve=1.422222, (0 missing)
      c7  < 4230.636 to the left,  improve=1.200000, (0 missing)
  Surrogate splits:
      c6  < 4336.802 to the right, agree=1.0, adj=1.000, (0 split)
      c3  < 4005.251 to the right, agree=0.9, adj=0.667, (0 split)
      c10 < 4601.45  to the right, agree=0.8, adj=0.333, (0 split)
      c12 < 4232.359 to the left,  agree=0.8, adj=0.333, (0 split)

Node number 786: 34 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.08823529  P(node) =0.003248925
    class counts:    31     3
   probabilities: 0.912 0.088 
  left son=1572 (31 obs) right son=1573 (3 obs)
  Primary splits:
      c1  < 4304.103 to the left,  improve=2.2017710, (0 missing)
      c16 < 4339.265 to the right, improve=2.2017710, (0 missing)
      c9  < 4211.508 to the left,  improve=1.7130120, (0 missing)
      c12 < 4239.177 to the left,  improve=1.1069520, (0 missing)
      c2  < 4266.641 to the left,  improve=0.7563025, (0 missing)

Node number 787: 36 observations,    complexity param=0.0004254414
  predicted class=closed  expected loss=0.4166667  P(node) =0.003440038
    class counts:    21    15
   probabilities: 0.583 0.417 
  left son=1574 (26 obs) right son=1575 (10 obs)
  Primary splits:
      c5  < 4124.156 to the left,  improve=4.069231, (0 missing)
      c1  < 4276.672 to the left,  improve=2.500000, (0 missing)
      c10 < 4615.48  to the right, improve=2.250000, (0 missing)
      c4  < 4610.059 to the left,  improve=1.876623, (0 missing)
      c3  < 4002.098 to the left,  improve=1.750000, (0 missing)
  Surrogate splits:
      c13 < 4265.812 to the right, agree=0.833, adj=0.4, (0 split)
      c3  < 4024.225 to the left,  agree=0.806, adj=0.3, (0 split)
      c7  < 4238.007 to the left,  agree=0.806, adj=0.3, (0 split)
      c1  < 4291.663 to the left,  agree=0.778, adj=0.2, (0 split)
      c6  < 4345.122 to the left,  agree=0.778, adj=0.2, (0 split)

Node number 788: 47 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.1489362  P(node) =0.004491161
    class counts:    40     7
   probabilities: 0.851 0.149 
  left son=1576 (46 obs) right son=1577 (1 obs)
  Primary splits:
      c4  < 4608.501 to the right, improve=1.4801110, (0 missing)
      c15 < 4584.383 to the left,  improve=1.4148940, (0 missing)
      c7  < 4220.915 to the left,  improve=1.0761840, (0 missing)
      c3  < 3970.939 to the right, improve=0.9854064, (0 missing)
      c2  < 4262.014 to the right, improve=0.9773936, (0 missing)

Node number 789: 7 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.1428571  P(node) =0.0006688963
    class counts:     1     6
   probabilities: 0.143 0.857 
  left son=1578 (1 obs) right son=1579 (6 obs)
  Primary splits:
      c4  < 4609.676 to the left,  improve=1.7142860, (0 missing)
      c9  < 4206.296 to the right, improve=1.7142860, (0 missing)
      c11 < 4209.014 to the right, improve=1.7142860, (0 missing)
      c1  < 4264.448 to the left,  improve=0.7142857, (0 missing)
      c2  < 4259.439 to the right, improve=0.7142857, (0 missing)

Node number 790: 10 observations,    complexity param=0.0006381621
  predicted class=closed  expected loss=0.3  P(node) =0.0009555662
    class counts:     7     3
   probabilities: 0.700 0.300 
  left son=1580 (7 obs) right son=1581 (3 obs)
  Primary splits:
      c7  < 4225.871 to the left,  improve=4.20, (0 missing)
      c9  < 4199.037 to the left,  improve=2.70, (0 missing)
      c10 < 4608.076 to the left,  improve=2.70, (0 missing)
      c8  < 4049.376 to the left,  improve=2.45, (0 missing)
      c11 < 4205.217 to the left,  improve=2.45, (0 missing)
  Surrogate splits:
      c8  < 4049.376 to the left,  agree=0.9, adj=0.667, (0 split)
      c9  < 4199.037 to the left,  agree=0.9, adj=0.667, (0 split)
      c10 < 4608.076 to the left,  agree=0.9, adj=0.667, (0 split)
      c11 < 4205.217 to the left,  agree=0.9, adj=0.667, (0 split)
      c2  < 4249.889 to the left,  agree=0.8, adj=0.333, (0 split)

Node number 791: 20 observations,    complexity param=0.0006381621
  predicted class=open    expected loss=0.2  P(node) =0.001911132
    class counts:     4    16
   probabilities: 0.200 0.800 
  left son=1582 (3 obs) right son=1583 (17 obs)
  Primary splits:
      c2 < 4266.649 to the right, improve=4.517647, (0 missing)
      c1 < 4286.589 to the right, improve=2.971429, (0 missing)
      c5 < 4131.712 to the right, improve=2.844444, (0 missing)
      c6 < 4333.089 to the left,  improve=1.600000, (0 missing)
      c3 < 3992.7   to the right, improve=1.542857, (0 missing)
  Surrogate splits:
      c5  < 4131.712 to the right, agree=0.95, adj=0.667, (0 split)
      c13 < 4288.186 to the right, agree=0.90, adj=0.333, (0 split)

Node number 800: 69 observations,    complexity param=0.0001063603
  predicted class=closed  expected loss=0.02898551  P(node) =0.006593407
    class counts:    67     2
   probabilities: 0.971 0.029 
  left son=1600 (67 obs) right son=1601 (2 obs)
  Primary splits:
      c11 < 4213.962 to the left,  improve=0.9139087, (0 missing)
      c7  < 4218.618 to the right, improve=0.4994426, (0 missing)
      c15 < 4582.9   to the right, improve=0.4148272, (0 missing)
      c2  < 4254.184 to the right, improve=0.3285024, (0 missing)
      c12 < 4238.323 to the left,  improve=0.2476943, (0 missing)

Node number 801: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 804: 101 observations,    complexity param=0.0004786216
  predicted class=closed  expected loss=0.2277228  P(node) =0.009651218
    class counts:    78    23
   probabilities: 0.772 0.228 
  left son=1608 (99 obs) right son=1609 (2 obs)
  Primary splits:
      c6  < 4324.212 to the right, improve=2.433843, (0 missing)
      c15 < 4619.655 to the right, improve=1.827078, (0 missing)
      c7  < 4240.045 to the right, improve=1.547480, (0 missing)
      c13 < 4282.795 to the left,  improve=1.458086, (0 missing)
      c5  < 4135.938 to the right, improve=1.412393, (0 missing)

Node number 805: 6 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.1666667  P(node) =0.0005733397
    class counts:     1     5
   probabilities: 0.167 0.833 
  left son=1610 (1 obs) right son=1611 (5 obs)
  Primary splits:
      c1  < 4300.619 to the right, improve=1.6666670, (0 missing)
      c4  < 4623.062 to the right, improve=1.6666670, (0 missing)
      c5  < 4137.837 to the right, improve=1.6666670, (0 missing)
      c16 < 4351.424 to the left,  improve=1.6666670, (0 missing)
      c3  < 4016.581 to the left,  improve=0.6666667, (0 missing)

Node number 806: 17 observations,    complexity param=0.0005672552
  predicted class=closed  expected loss=0.4117647  P(node) =0.001624462
    class counts:    10     7
   probabilities: 0.588 0.412 
  left son=1612 (13 obs) right son=1613 (4 obs)
  Primary splits:
      c6  < 4347.688 to the left,  improve=3.619910, (0 missing)
      c13 < 4278.311 to the right, improve=3.144385, (0 missing)
      c15 < 4608.451 to the right, improve=2.485294, (0 missing)
      c8  < 4053.16  to the right, improve=2.401961, (0 missing)
      c9  < 4200.23  to the left,  improve=2.178151, (0 missing)
  Surrogate splits:
      c9  < 4204.896 to the left,  agree=0.941, adj=0.75, (0 split)
      c4  < 4623.204 to the left,  agree=0.824, adj=0.25, (0 split)
      c16 < 4360.851 to the left,  agree=0.824, adj=0.25, (0 split)

Node number 807: 7 observations
  predicted class=open    expected loss=0  P(node) =0.0006688963
    class counts:     0     7
   probabilities: 0.000 1.000 

Node number 820: 6 observations
  predicted class=closed  expected loss=0  P(node) =0.0005733397
    class counts:     6     0
   probabilities: 1.000 0.000 

Node number 821: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 828: 16 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.1875  P(node) =0.001528906
    class counts:    13     3
   probabilities: 0.813 0.188 
  left son=1656 (13 obs) right son=1657 (3 obs)
  Primary splits:
      c5  < 4108.479 to the right, improve=1.695513, (0 missing)
      c1  < 4258.038 to the right, improve=1.408333, (0 missing)
      c7  < 4202.983 to the right, improve=1.408333, (0 missing)
      c11 < 4177.48  to the right, improve=1.408333, (0 missing)
      c13 < 4264.909 to the right, improve=1.408333, (0 missing)

Node number 829: 16 observations,    complexity param=0.0004254414
  predicted class=open    expected loss=0.25  P(node) =0.001528906
    class counts:     4    12
   probabilities: 0.250 0.750 
  left son=1658 (6 obs) right son=1659 (10 obs)
  Primary splits:
      c7  < 4225.891 to the right, improve=3.333333, (0 missing)
      c3  < 3985.883 to the right, improve=2.666667, (0 missing)
      c15 < 4600.666 to the right, improve=2.571429, (0 missing)
      c12 < 4231.75  to the left,  improve=1.555556, (0 missing)
      c1  < 4268.406 to the left,  improve=1.282051, (0 missing)
  Surrogate splits:
      c4  < 4620.522 to the left,  agree=0.812, adj=0.500, (0 split)
      c11 < 4191.951 to the right, agree=0.812, adj=0.500, (0 split)
      c15 < 4596.001 to the right, agree=0.812, adj=0.500, (0 split)
      c1  < 4278.738 to the right, agree=0.750, adj=0.333, (0 split)
      c2  < 4242.758 to the left,  agree=0.750, adj=0.333, (0 split)

Node number 830: 59 observations,    complexity param=0.000319081
  predicted class=open    expected loss=0.3220339  P(node) =0.00563784
    class counts:    19    40
   probabilities: 0.322 0.678 
  left son=1660 (3 obs) right son=1661 (56 obs)
  Primary splits:
      c16 < 4350.841 to the left,  improve=2.905569, (0 missing)
      c11 < 4208.277 to the left,  improve=2.633764, (0 missing)
      c8  < 4053.638 to the right, improve=2.522712, (0 missing)
      c4  < 4625.653 to the left,  improve=2.497406, (0 missing)
      c7  < 4224.812 to the right, improve=2.497406, (0 missing)

Node number 831: 83 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.1084337  P(node) =0.007931199
    class counts:     9    74
   probabilities: 0.108 0.892 
  left son=1662 (1 obs) right son=1663 (82 obs)
  Primary splits:
      c7  < 4201.703 to the left,  improve=1.6091680, (0 missing)
      c15 < 4570.28  to the left,  improve=1.6091680, (0 missing)
      c4  < 4620.632 to the left,  improve=1.2246630, (0 missing)
      c12 < 4236.211 to the left,  improve=1.2246630, (0 missing)
      c11 < 4202.825 to the left,  improve=0.9936473, (0 missing)

Node number 864: 46 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.06521739  P(node) =0.004395604
    class counts:    43     3
   probabilities: 0.935 0.065 
  left son=1728 (45 obs) right son=1729 (1 obs)
  Primary splits:
      c7  < 4242.651 to the left,  improve=1.7864730, (0 missing)
      c13 < 4242.626 to the right, improve=1.7864730, (0 missing)
      c2  < 4261.245 to the left,  improve=1.6563150, (0 missing)
      c12 < 4242.868 to the left,  improve=0.8028348, (0 missing)
      c8  < 4031.435 to the right, improve=0.7905138, (0 missing)

Node number 865: 10 observations,    complexity param=0.0005318017
  predicted class=closed  expected loss=0.5  P(node) =0.0009555662
    class counts:     5     5
   probabilities: 0.500 0.500 
  left son=1730 (5 obs) right son=1731 (5 obs)
  Primary splits:
      c9  < 4187.942 to the right, improve=5.000000, (0 missing)
      c10 < 4603.377 to the right, improve=2.142857, (0 missing)
      c13 < 4256.143 to the right, improve=2.142857, (0 missing)
      c11 < 4195.138 to the right, improve=1.800000, (0 missing)
      c1  < 4289.079 to the right, improve=1.250000, (0 missing)
  Surrogate splits:
      c10 < 4603.377 to the right, agree=0.8, adj=0.6, (0 split)
      c11 < 4195.138 to the right, agree=0.8, adj=0.6, (0 split)
      c13 < 4256.143 to the right, agree=0.8, adj=0.6, (0 split)
      c1  < 4289.079 to the right, agree=0.7, adj=0.4, (0 split)
      c2  < 4254.162 to the left,  agree=0.7, adj=0.4, (0 split)

Node number 866: 3 observations
  predicted class=closed  expected loss=0  P(node) =0.0002866699
    class counts:     3     0
   probabilities: 1.000 0.000 

Node number 867: 6 observations
  predicted class=open    expected loss=0  P(node) =0.0005733397
    class counts:     0     6
   probabilities: 0.000 1.000 

Node number 868: 94 observations,    complexity param=0.001914486
  predicted class=closed  expected loss=0.4042553  P(node) =0.008982322
    class counts:    56    38
   probabilities: 0.596 0.404 
  left son=1736 (74 obs) right son=1737 (20 obs)
  Primary splits:
      c1  < 4273.627 to the right, improve=6.073893, (0 missing)
      c2  < 4269.509 to the left,  improve=5.368550, (0 missing)
      c5  < 4122.459 to the left,  improve=3.068488, (0 missing)
      c15 < 4579.509 to the right, improve=3.068488, (0 missing)
      c10 < 4613.561 to the right, improve=2.620056, (0 missing)
  Surrogate splits:
      c16 < 4325.111 to the right, agree=0.819, adj=0.15, (0 split)
      c10 < 4587.312 to the right, agree=0.809, adj=0.10, (0 split)
      c13 < 4248.093 to the right, agree=0.809, adj=0.10, (0 split)
      c15 < 4565.528 to the right, agree=0.809, adj=0.10, (0 split)
      c2  < 4230.617 to the right, agree=0.798, adj=0.05, (0 split)

Node number 869: 17 observations,    complexity param=0.0004254414
  predicted class=open    expected loss=0.1764706  P(node) =0.001624462
    class counts:     3    14
   probabilities: 0.176 0.824 
  left son=1738 (2 obs) right son=1739 (15 obs)
  Primary splits:
      c9  < 4212.14  to the right, improve=3.074510, (0 missing)
      c13 < 4260.61  to the right, improve=1.512605, (0 missing)
      c2  < 4232.313 to the left,  improve=1.441176, (0 missing)
      c6  < 4343.108 to the right, improve=1.441176, (0 missing)
      c10 < 4623.977 to the right, improve=1.441176, (0 missing)

Node number 870: 7 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.1428571  P(node) =0.0006688963
    class counts:     6     1
   probabilities: 0.857 0.143 
  left son=1740 (6 obs) right son=1741 (1 obs)
  Primary splits:
      c9  < 4173.452 to the right, improve=1.714286, (0 missing)
      c10 < 4591.459 to the right, improve=1.714286, (0 missing)
      c12 < 4240.249 to the left,  improve=1.714286, (0 missing)
      c13 < 4263.427 to the left,  improve=1.714286, (0 missing)
      c16 < 4322.953 to the right, improve=1.714286, (0 missing)

Node number 871: 63 observations,    complexity param=0.0005318017
  predicted class=open    expected loss=0.2063492  P(node) =0.006020067
    class counts:    13    50
   probabilities: 0.206 0.794 
  left son=1742 (11 obs) right son=1743 (52 obs)
  Primary splits:
      c4  < 4600.661 to the left,  improve=3.064991, (0 missing)
      c12 < 4309.609 to the right, improve=2.602134, (0 missing)
      c7  < 4200.253 to the left,  improve=1.683196, (0 missing)
      c1  < 4291.783 to the right, improve=1.679365, (0 missing)
      c11 < 4214.542 to the right, improve=1.280082, (0 missing)
  Surrogate splits:
      c12 < 4309.609 to the right, agree=0.857, adj=0.182, (0 split)
      c15 < 4560.203 to the left,  agree=0.857, adj=0.182, (0 split)
      c2  < 4229.812 to the left,  agree=0.841, adj=0.091, (0 split)
      c7  < 4200.253 to the left,  agree=0.841, adj=0.091, (0 split)

Node number 872: 12 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.08333333  P(node) =0.001146679
    class counts:    11     1
   probabilities: 0.917 0.083 
  left son=1744 (11 obs) right son=1745 (1 obs)
  Primary splits:
      c11 < 4169.43  to the right, improve=1.8333330, (0 missing)
      c9  < 4211.864 to the left,  improve=0.8333333, (0 missing)
      c12 < 4204.416 to the right, improve=0.8333333, (0 missing)
      c16 < 4324.115 to the right, improve=0.8333333, (0 missing)
      c6  < 4329.914 to the left,  improve=0.5000000, (0 missing)

Node number 873: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 874: 5 observations
  predicted class=closed  expected loss=0  P(node) =0.0004777831
    class counts:     5     0
   probabilities: 1.000 0.000 

Node number 875: 78 observations,    complexity param=0.0006381621
  predicted class=open    expected loss=0.2435897  P(node) =0.007453416
    class counts:    19    59
   probabilities: 0.244 0.756 
  left son=1750 (5 obs) right son=1751 (73 obs)
  Primary splits:
      c2  < 4228.338 to the left,  improve=3.307973, (0 missing)
      c4  < 4616.112 to the left,  improve=2.612364, (0 missing)
      c8  < 4026.52  to the left,  improve=2.348853, (0 missing)
      c1  < 4280.604 to the right, improve=2.333820, (0 missing)
      c16 < 4323.998 to the left,  improve=2.240215, (0 missing)

Node number 878: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 879: 123 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.07317073  P(node) =0.01175346
    class counts:     9   114
   probabilities: 0.073 0.927 
  left son=1758 (35 obs) right son=1759 (88 obs)
  Primary splits:
      c10 < 4612.614 to the right, improve=1.5738360, (0 missing)
      c8  < 4053.692 to the right, improve=1.5064560, (0 missing)
      c13 < 4258.551 to the right, improve=0.9172577, (0 missing)
      c6  < 4333.819 to the right, improve=0.8898234, (0 missing)
      c15 < 4594.329 to the right, improve=0.8898234, (0 missing)
  Surrogate splits:
      c9  < 4196.463 to the right, agree=0.805, adj=0.314, (0 split)
      c11 < 4201.487 to the right, agree=0.805, adj=0.314, (0 split)
      c6  < 4341.319 to the right, agree=0.764, adj=0.171, (0 split)
      c3  < 3949.229 to the left,  agree=0.732, adj=0.057, (0 split)
      c8  < 4053.379 to the right, agree=0.732, adj=0.057, (0 split)

Node number 892: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 893: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 894: 12 observations,    complexity param=0.0001063603
  predicted class=open    expected loss=0.08333333  P(node) =0.001146679
    class counts:     1    11
   probabilities: 0.083 0.917 
  left son=1788 (1 obs) right son=1789 (11 obs)
  Primary splits:
      c2  < 4233.643 to the left,  improve=1.833333, (0 missing)
      c3  < 4000.424 to the right, improve=1.833333, (0 missing)
      c5  < 4136.164 to the right, improve=1.833333, (0 missing)
      c8  < 4052.788 to the right, improve=1.833333, (0 missing)
      c10 < 4588.483 to the left,  improve=1.833333, (0 missing)

Node number 895: 93 observations
  predicted class=open    expected loss=0  P(node) =0.008886765
    class counts:     0    93
   probabilities: 0.000 1.000 

Node number 900: 30 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.06666667  P(node) =0.002866699
    class counts:    28     2
   probabilities: 0.933 0.067 
  left son=1800 (29 obs) right son=1801 (1 obs)
  Primary splits:
      c1  < 4272.811 to the right, improve=1.802299, (0 missing)
      c5  < 4144.136 to the left,  improve=1.802299, (0 missing)
      c6  < 4357.237 to the left,  improve=1.802299, (0 missing)
      c10 < 4629.569 to the left,  improve=1.802299, (0 missing)
      c11 < 4173.582 to the right, improve=1.802299, (0 missing)

Node number 901: 4 observations
  predicted class=open    expected loss=0  P(node) =0.0003822265
    class counts:     0     4
   probabilities: 0.000 1.000 

Node number 902: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 903: 9 observations
  predicted class=open    expected loss=0  P(node) =0.0008600096
    class counts:     0     9
   probabilities: 0.000 1.000 

Node number 904: 54 observations,    complexity param=0.0001418138
  predicted class=closed  expected loss=0.03703704  P(node) =0.005160057
    class counts:    52     2
   probabilities: 0.963 0.037 
  left son=1808 (47 obs) right son=1809 (7 obs)
  Primary splits:
      c12 < 4248.533 to the left,  improve=0.9947090, (0 missing)
      c8  < 4090.657 to the left,  improve=0.8903134, (0 missing)
      c4  < 4604.669 to the right, improve=0.5577342, (0 missing)
      c16 < 4363.213 to the left,  improve=0.3918519, (0 missing)
      c2  < 4274.085 to the right, improve=0.3518519, (0 missing)
  Surrogate splits:
      c2 < 4267.935 to the right, agree=0.907, adj=0.286, (0 split)
      c8 < 4089.547 to the left,  agree=0.889, adj=0.143, (0 split)

Node number 905: 10 observations,    complexity param=0.000319081
  predicted class=closed  expected loss=0.4  P(node) =0.0009555662
    class counts:     6     4
   probabilities: 0.600 0.400 
  left son=1810 (7 obs) right son=1811 (3 obs)
  Primary splits:
      c9  < 4205.94  to the left,  improve=3.085714, (0 missing)
      c6  < 4343.356 to the left,  improve=2.133333, (0 missing)
      c1  < 4316.823 to the left,  improve=1.800000, (0 missing)
      c10 < 4599.108 to the right, improve=1.800000, (0 missing)
      c12 < 4214.461 to the right, improve=1.800000, (0 missing)
  Surrogate splits:
      c1  < 4316.823 to the left,  agree=0.9, adj=0.667, (0 split)
      c12 < 4214.461 to the right, agree=0.9, adj=0.667, (0 split)
      c13 < 4283.505 to the left,  agree=0.9, adj=0.667, (0 split)
      c2  < 4270.237 to the right, agree=0.8, adj=0.333, (0 split)
      c3  < 4009.402 to the right, agree=0.8, adj=0.333, (0 split)

Node number 906: 28 observations,    complexity param=0.0006381621
  predicted class=closed  expected loss=0.3571429  P(node) =0.002675585
    class counts:    18    10
   probabilities: 0.643 0.357 
  left son=1812 (24 obs) right son=1813 (4 obs)
  Primary splits:
      c16 < 4361.744 to the left,  improve=3.857143, (0 missing)
      c4  < 4619.677 to the left,  improve=3.463203, (0 missing)
      c11 < 4158.846 to the right, improve=2.777143, (0 missing)
      c8  < 4062.446 to the left,  improve=2.380952, (0 missing)
      c15 < 4584.285 to the left,  improve=2.380952, (0 missing)
  Surrogate splits:
      c11 < 4212.784 to the left,  agree=0.929, adj=0.50, (0 split)
      c2  < 4265.929 to the left,  agree=0.893, adj=0.25, (0 split)

Node number 907: 6 observations
  predicted class=open    expected loss=0  P(node) =0.0005733397
    class counts:     0     6
   probabilities: 0.000 1.000 

Node number 908: 1034 observations,    complexity param=0.004169326
  predicted class=open    expected loss=0.4961315  P(node) =0.09880554
    class counts:   513   521
   probabilities: 0.496 0.504 
  left son=1816 (478 obs) right son=1817 (556 obs)
  Primary splits:
      c5  < 4111.516 to the left,  improve=22.56344, (0 missing)
      c3  < 3971.175 to the left,  improve=21.47560, (0 missing)
      c8  < 4065.009 to the left,  improve=19.01497, (0 missing)
      c2  < 4250.216 to the left,  improve=13.75995, (0 missing)
      c11 < 4153.831 to the right, improve=10.04006, (0 missing)
  Surrogate splits:
      c3  < 3996.225 to the left,  agree=0.706, adj=0.364, (0 split)
      c2  < 4247.016 to the left,  agree=0.635, adj=0.211, (0 split)
      c1  < 4281.225 to the left,  agree=0.632, adj=0.203, (0 split)
      c6  < 4332.317 to the left,  agree=0.583, adj=0.098, (0 split)
      c16 < 4345.002 to the left,  agree=0.583, adj=0.098, (0 split)

Node number 909: 960 observations,    complexity param=0.004041693
  predicted class=open    expected loss=0.3510417  P(node) =0.09173435
    class counts:   337   623
   probabilities: 0.351 0.649 
  left son=1818 (83 obs) right son=1819 (877 obs)
  Primary splits:
      c8  < 4086.299 to the right, improve=12.608530, (0 missing)
      c1  < 4289.917 to the right, improve=11.994180, (0 missing)
      c6  < 4327.709 to the right, improve= 9.494231, (0 missing)
      c11 < 4194.634 to the left,  improve= 8.828777, (0 missing)
      c15 < 4599.97  to the left,  improve= 8.693826, (0 missing)
  Surrogate splits:
      c3 < 4022.743 to the right, agree=0.916, adj=0.024, (0 split)

Node number 910: 61 observations,    complexity param=0.001169964
  predicted class=open    expected loss=0.4098361  P(node) =0.005828954
    class counts:    25    36
   probabilities: 0.410 0.590 
  left son=1820 (13 obs) right son=1821 (48 obs)
  Primary splits:
      c8  < 4082.249 to the right, improve=8.703710, (0 missing)
      c5  < 4133.739 to the right, improve=5.090947, (0 missing)
      c10 < 4606.052 to the left,  improve=4.336572, (0 missing)
      c3  < 4045.29  to the left,  improve=4.161692, (0 missing)
      c13 < 4271.729 to the left,  improve=3.368662, (0 missing)
  Surrogate splits:
      c4  < 4601.957 to the left,  agree=0.820, adj=0.154, (0 split)
      c1  < 4305.541 to the right, agree=0.803, adj=0.077, (0 split)
      c6  < 4350.604 to the right, agree=0.803, adj=0.077, (0 split)
      c13 < 4262.933 to the left,  agree=0.803, adj=0.077, (0 split)
      c16 < 4363.157 to the right, agree=0.803, adj=0.077, (0 split)

Node number 911: 185 observations,    complexity param=0.0005318017
  predicted class=open    expected loss=0.0972973  P(node) =0.01767797
    class counts:    18   167
   probabilities: 0.097 0.903 
  left son=1822 (27 obs) right son=1823 (158 obs)
  Primary splits:
      c15 < 4585.793 to the left,  improve=4.714831, (0 missing)
      c13 < 4254.481 to the left,  improve=3.973307, (0 missing)
      c5  < 4155.711 to the right, improve=3.295112, (0 missing)
      c9  < 4188.612 to the left,  improve=2.476714, (0 missing)
      c8  < 4078.168 to the right, improve=2.287507, (0 missing)
  Surrogate splits:
      c1 < 4269.692 to the left,  agree=0.865, adj=0.074, (0 split)

Node number 924: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 925: 3 observations
  predicted class=open    expected loss=0  P(node) =0.0002866699
    class counts:     0     3
   probabilities: 0.000 1.000 

Node number 928: 23 observations
  predicted class=closed  expected loss=0  P(node) =0.002197802
    class counts:    23     0
   probabilities: 1.000 0.000 

Node number 929: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 930: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 931: 2 observations
  predicted class=open    expected loss=0  P(node) =0.0001911132
    class counts:     0     2
   probabilities: 0.000 1.000 

Node number 932: 6 observations
  predicted class=closed  expected loss=0  P(node) =0.0005733397
    class counts:     6     0
   probabilities: 1.000 0.000 

Node number 933: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 934: 7 observations,    complexity param=0.0004254414
  predicted class=closed  expected loss=0.2857143  P(node) =0.0006688963
    class counts:     5     2
   probabilities: 0.714 0.286 
  left son=1868 (5 obs) right son=1869 (2 obs)
  Primary splits:
      c5  < 4111.971 to the left,  improve=2.857143, (0 missing)
      c8  < 4063.913 to the left,  improve=2.857143, (0 missing)
      c10 < 4614.44  to the right, improve=2.857143, (0 missing)
      c15 < 4580.214 to the right, improve=1.523810, (0 missing)
      c16 < 4322.334 to the right, improve=1.523810, (0 missing)
  Surrogate splits:
      c8  < 4063.913 to the left,  agree=1.000, adj=1.0, (0 split)
      c10 < 4614.44  to the right, agree=1.000, adj=1.0, (0 split)
      c15 < 4580.214 to the right, agree=0.857, adj=0.5, (0 split)
      c16 < 4322.334 to the right, agree=0.857, adj=0.5, (0 split)

Node number 935: 12 observations
  predicted class=open    expected loss=0  P(node) =0.001146679
    class counts:     0    12
   probabilities: 0.000 1.000 

Node number 942: 2 observations
  predicted class=closed  expected loss=0  P(node) =0.0001911132
    class counts:     2     0
   probabilities: 1.000 0.000 

Node number 943: 47 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.08510638  P(node) =0.004491161
    class counts:     4    43
   probabilities: 0.085 0.915 
  left son=1886 (3 obs) right son=1887 (44 obs)
  Primary splits:
      c16 < 4272.564 to the left,  improve=2.1676340, (0 missing)
      c15 < 4541.557 to the left,  improve=0.8476042, (0 missing)
      c6  < 4340.959 to the right, improve=0.8476042, (0 missing)
      c11 < 4172.371 to the left,  improve=0.7625879, (0 missing)
      c1  < 4203.077 to the left,  improve=0.7191489, (0 missing)

Node number 944: 23 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.04347826  P(node) =0.002197802
    class counts:    22     1
   probabilities: 0.957 0.043 
  left son=1888 (22 obs) right son=1889 (1 obs)
  Primary splits:
      c6 < 4342.83  to the left,  improve=1.9130430, (0 missing)
      c9 < 4201.319 to the left,  improve=1.9130430, (0 missing)
      c5 < 4128.564 to the left,  improve=0.5797101, (0 missing)
      c2 < 4260.393 to the left,  improve=0.4130435, (0 missing)
      c7 < 4194.357 to the right, improve=0.2463768, (0 missing)

Node number 945: 15 observations,    complexity param=0.0005318017
  predicted class=closed  expected loss=0.4666667  P(node) =0.001433349
    class counts:     8     7
   probabilities: 0.533 0.467 
  left son=1890 (6 obs) right son=1891 (9 obs)
  Primary splits:
      c12 < 4228.804 to the left,  improve=4.355556, (0 missing)
      c8  < 4077.763 to the left,  improve=4.266667, (0 missing)
      c16 < 4283.283 to the left,  improve=3.266667, (0 missing)
      c1  < 4254.473 to the left,  improve=3.103030, (0 missing)
      c10 < 4605.253 to the right, improve=2.752381, (0 missing)
  Surrogate splits:
      c8  < 4072.083 to the left,  agree=0.867, adj=0.667, (0 split)
      c1  < 4250.776 to the left,  agree=0.800, adj=0.500, (0 split)
      c16 < 4283.283 to the left,  agree=0.800, adj=0.500, (0 split)
      c2  < 4250.116 to the right, agree=0.733, adj=0.333, (0 split)
      c3  < 4028.622 to the right, agree=0.733, adj=0.333, (0 split)

Node number 946: 12 observations,    complexity param=0.0004254414
  predicted class=closed  expected loss=0.3333333  P(node) =0.001146679
    class counts:     8     4
   probabilities: 0.667 0.333 
  left son=1892 (6 obs) right son=1893 (6 obs)
  Primary splits:
      c10 < 4602.027 to the left,  improve=2.666667, (0 missing)
      c4  < 4604.89  to the right, improve=2.133333, (0 missing)
      c6  < 4333.956 to the right, improve=1.904762, (0 missing)
      c7  < 4198.141 to the right, improve=1.904762, (0 missing)
      c9  < 4177.958 to the left,  improve=1.904762, (0 missing)
  Surrogate splits:
      c4 < 4611.946 to the right, agree=0.833, adj=0.667, (0 split)
      c8 < 4060.704 to the left,  agree=0.833, adj=0.667, (0 split)
      c6 < 4333.956 to the right, agree=0.750, adj=0.500, (0 split)
      c7 < 4198.141 to the right, agree=0.750, adj=0.500, (0 split)
      c9 < 4172.34  to the left,  agree=0.750, adj=0.500, (0 split)

Node number 947: 15 observations,    complexity param=0.0001063603
  predicted class=open    expected loss=0.06666667  P(node) =0.001433349
    class counts:     1    14
   probabilities: 0.067 0.933 
  left son=1894 (2 obs) right son=1895 (13 obs)
  Primary splits:
      c3  < 3998.594 to the left,  improve=0.8666667, (0 missing)
      c11 < 4165.126 to the right, improve=0.5333333, (0 missing)
      c16 < 4262.661 to the left,  improve=0.5333333, (0 missing)
      c6  < 4334.746 to the right, improve=0.3666667, (0 missing)
      c7  < 4203.478 to the right, improve=0.3666667, (0 missing)
  Surrogate splits:
      c16 < 4262.661 to the left,  agree=0.933, adj=0.5, (0 split)

Node number 950: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 951: 55 observations
  predicted class=open    expected loss=0  P(node) =0.005255614
    class counts:     0    55
   probabilities: 0.000 1.000 

Node number 952: 17 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.1764706  P(node) =0.001624462
    class counts:    14     3
   probabilities: 0.824 0.176 
  left son=1904 (14 obs) right son=1905 (3 obs)
  Primary splits:
      c8  < 4107.385 to the left,  improve=1.750700, (0 missing)
      c3  < 4022.546 to the right, improve=1.512605, (0 missing)
      c6  < 4350.131 to the left,  improve=1.441176, (0 missing)
      c13 < 4275.643 to the left,  improve=1.441176, (0 missing)
      c4  < 4617.632 to the right, improve=1.191176, (0 missing)
  Surrogate splits:
      c6  < 4348.505 to the left,  agree=0.941, adj=0.667, (0 split)
      c11 < 4177.839 to the left,  agree=0.941, adj=0.667, (0 split)

Node number 953: 2 observations
  predicted class=open    expected loss=0  P(node) =0.0001911132
    class counts:     0     2
   probabilities: 0.000 1.000 

Node number 954: 2 observations
  predicted class=closed  expected loss=0  P(node) =0.0001911132
    class counts:     2     0
   probabilities: 1.000 0.000 

Node number 955: 15 observations,    complexity param=0.0001063603
  predicted class=open    expected loss=0.06666667  P(node) =0.001433349
    class counts:     1    14
   probabilities: 0.067 0.933 
  left son=1910 (2 obs) right son=1911 (13 obs)
  Primary splits:
      c5  < 4134.182 to the left,  improve=0.8666667, (0 missing)
      c11 < 4170.338 to the left,  improve=0.8666667, (0 missing)
      c1  < 4285.121 to the right, improve=0.5333333, (0 missing)
      c3  < 4010.895 to the left,  improve=0.5333333, (0 missing)
      c8  < 4061.438 to the left,  improve=0.5333333, (0 missing)
  Surrogate splits:
      c1 < 4285.121 to the right, agree=0.933, adj=0.5, (0 split)
      c8 < 4061.438 to the left,  agree=0.933, adj=0.5, (0 split)

Node number 956: 9 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.1111111  P(node) =0.0008600096
    class counts:     8     1
   probabilities: 0.889 0.111 
  left son=1912 (8 obs) right son=1913 (1 obs)
  Primary splits:
      c1  < 4269.164 to the right, improve=1.7777780, (0 missing)
      c7  < 4242.984 to the left,  improve=1.7777780, (0 missing)
      c13 < 4278.064 to the left,  improve=1.7777780, (0 missing)
      c16 < 4318.085 to the right, improve=1.7777780, (0 missing)
      c9  < 4214.937 to the left,  improve=0.7777778, (0 missing)

Node number 957: 3 observations
  predicted class=open    expected loss=0  P(node) =0.0002866699
    class counts:     0     3
   probabilities: 0.000 1.000 

Node number 958: 53 observations,    complexity param=0.000709069
  predicted class=open    expected loss=0.2830189  P(node) =0.005064501
    class counts:    15    38
   probabilities: 0.283 0.717 
  left son=1916 (21 obs) right son=1917 (32 obs)
  Primary splits:
      c15 < 4585.501 to the right, improve=7.854672, (0 missing)
      c4  < 4610.291 to the left,  improve=5.868164, (0 missing)
      c16 < 4318.404 to the right, improve=5.589434, (0 missing)
      c8  < 4088.401 to the left,  improve=3.351539, (0 missing)
      c3  < 3979.392 to the left,  improve=3.269434, (0 missing)
  Surrogate splits:
      c16 < 4318.404 to the right, agree=0.830, adj=0.571, (0 split)
      c11 < 4182.934 to the right, agree=0.792, adj=0.476, (0 split)
      c2  < 4239.604 to the right, agree=0.774, adj=0.429, (0 split)
      c1  < 4277.166 to the right, agree=0.736, adj=0.333, (0 split)
      c4  < 4610.291 to the left,  agree=0.717, adj=0.286, (0 split)

Node number 959: 398 observations,    complexity param=0.000319081
  predicted class=open    expected loss=0.07035176  P(node) =0.03803153
    class counts:    28   370
   probabilities: 0.070 0.930 
  left son=1918 (10 obs) right son=1919 (388 obs)
  Primary splits:
      c6  < 4320.035 to the left,  improve=2.229374, (0 missing)
      c16 < 4330.953 to the right, improve=2.127061, (0 missing)
      c1  < 4296.227 to the right, improve=1.732846, (0 missing)
      c3  < 4050.597 to the right, improve=1.732846, (0 missing)
      c12 < 4230.309 to the left,  improve=1.409998, (0 missing)

Node number 968: 13 observations
  predicted class=closed  expected loss=0  P(node) =0.001242236
    class counts:    13     0
   probabilities: 1.000 0.000 

Node number 969: 2 observations
  predicted class=open    expected loss=0  P(node) =0.0001911132
    class counts:     0     2
   probabilities: 0.000 1.000 

Node number 992: 24 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.08333333  P(node) =0.002293359
    class counts:    22     2
   probabilities: 0.917 0.083 
  left son=1984 (21 obs) right son=1985 (3 obs)
  Primary splits:
      c3  < 3992.042 to the right, improve=2.3333330, (0 missing)
      c16 < 4363.323 to the left,  improve=1.7536230, (0 missing)
      c9  < 4199.433 to the right, improve=1.6666670, (0 missing)
      c10 < 4633.518 to the left,  improve=1.2666670, (0 missing)
      c13 < 4292.983 to the left,  improve=0.7575758, (0 missing)

Node number 993: 75 observations,    complexity param=0.001223144
  predicted class=closed  expected loss=0.48  P(node) =0.007166746
    class counts:    39    36
   probabilities: 0.520 0.480 
  left son=1986 (41 obs) right son=1987 (34 obs)
  Primary splits:
      c13 < 4274.524 to the left,  improve=4.801549, (0 missing)
      c15 < 4567.886 to the left,  improve=4.126567, (0 missing)
      c6  < 4335.602 to the right, improve=3.217518, (0 missing)
      c5  < 4098.704 to the right, improve=2.948523, (0 missing)
      c10 < 4643.801 to the left,  improve=2.897143, (0 missing)
  Surrogate splits:
      c7  < 4233.074 to the left,  agree=0.747, adj=0.441, (0 split)
      c15 < 4594.234 to the left,  agree=0.720, adj=0.382, (0 split)
      c1  < 4288.04  to the left,  agree=0.707, adj=0.353, (0 split)
      c11 < 4206.501 to the left,  agree=0.693, adj=0.324, (0 split)
      c16 < 4352.305 to the left,  agree=0.693, adj=0.324, (0 split)

Node number 994: 53 observations,    complexity param=0.001223144
  predicted class=closed  expected loss=0.3396226  P(node) =0.005064501
    class counts:    35    18
   probabilities: 0.660 0.340 
  left son=1988 (31 obs) right son=1989 (22 obs)
  Primary splits:
      c7  < 4229.348 to the right, improve=8.808776, (0 missing)
      c3  < 3999.17  to the right, improve=6.358000, (0 missing)
      c10 < 4621.884 to the left,  improve=5.431323, (0 missing)
      c6  < 4351.445 to the left,  improve=3.737871, (0 missing)
      c16 < 4354.966 to the right, improve=2.736955, (0 missing)
  Surrogate splits:
      c9  < 4192.741 to the right, agree=0.755, adj=0.409, (0 split)
      c6  < 4350.366 to the left,  agree=0.736, adj=0.364, (0 split)
      c3  < 4051.723 to the left,  agree=0.717, adj=0.318, (0 split)
      c15 < 4586.579 to the right, agree=0.698, adj=0.273, (0 split)
      c13 < 4262.36  to the right, agree=0.679, adj=0.227, (0 split)

Node number 995: 154 observations,    complexity param=0.001223144
  predicted class=open    expected loss=0.2467532  P(node) =0.01471572
    class counts:    38   116
   probabilities: 0.247 0.753 
  left son=1990 (50 obs) right son=1991 (104 obs)
  Primary splits:
      c6  < 4348.134 to the right, improve=6.733676, (0 missing)
      c13 < 4260.619 to the left,  improve=4.832468, (0 missing)
      c9  < 4203.018 to the left,  improve=4.229191, (0 missing)
      c10 < 4627.762 to the left,  improve=3.168874, (0 missing)
      c15 < 4598.623 to the left,  improve=3.117024, (0 missing)
  Surrogate splits:
      c5  < 4129.806 to the right, agree=0.708, adj=0.10, (0 split)
      c9  < 4187.859 to the left,  agree=0.701, adj=0.08, (0 split)
      c4  < 4632.957 to the right, agree=0.695, adj=0.06, (0 split)
      c15 < 4622.336 to the right, agree=0.695, adj=0.06, (0 split)
      c3  < 4049.723 to the right, agree=0.688, adj=0.04, (0 split)

Node number 998: 3 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.3333333  P(node) =0.0002866699
    class counts:     2     1
   probabilities: 0.667 0.333 
  left son=1996 (2 obs) right son=1997 (1 obs)
  Primary splits:
      c1 < 4267.959 to the right, improve=1.333333, (0 missing)
      c2 < 4245.616 to the right, improve=1.333333, (0 missing)
      c3 < 3995.018 to the right, improve=1.333333, (0 missing)
      c4 < 4625.799 to the right, improve=1.333333, (0 missing)
      c6 < 4345.234 to the left,  improve=1.333333, (0 missing)

Node number 999: 75 observations,    complexity param=0.0002836276
  predicted class=open    expected loss=0.06666667  P(node) =0.007166746
    class counts:     5    70
   probabilities: 0.067 0.933 
  left son=1998 (20 obs) right son=1999 (55 obs)
  Primary splits:
      c15 < 4559.264 to the left,  improve=1.8333330, (0 missing)
      c5  < 4124.572 to the right, improve=1.6060610, (0 missing)
      c7  < 4203.833 to the left,  improve=1.2564100, (0 missing)
      c13 < 4272.997 to the right, improve=0.7501952, (0 missing)
      c2  < 4250.597 to the right, improve=0.6049189, (0 missing)
  Surrogate splits:
      c11 < 4175.044 to the left,  agree=0.907, adj=0.65, (0 split)
      c7  < 4209.232 to the left,  agree=0.880, adj=0.55, (0 split)
      c16 < 4308.919 to the left,  agree=0.827, adj=0.35, (0 split)
      c9  < 4186.143 to the left,  agree=0.800, adj=0.25, (0 split)
      c10 < 4599.734 to the left,  agree=0.800, adj=0.25, (0 split)

Node number 1002: 7 observations
  predicted class=closed  expected loss=0  P(node) =0.0006688963
    class counts:     7     0
   probabilities: 1.000 0.000 

Node number 1003: 33 observations,    complexity param=0.0008508828
  predicted class=open    expected loss=0.2727273  P(node) =0.003153368
    class counts:     9    24
   probabilities: 0.273 0.727 
  left son=2006 (4 obs) right son=2007 (29 obs)
  Primary splits:
      c11 < 4206.049 to the left,  improve=4.815047, (0 missing)
      c16 < 4336.63  to the left,  improve=3.490909, (0 missing)
      c7  < 4258.798 to the right, improve=3.029371, (0 missing)
      c12 < 4247.737 to the right, improve=2.252199, (0 missing)
      c13 < 4259.968 to the left,  improve=2.252199, (0 missing)
  Surrogate splits:
      c16 < 4336.63  to the left,  agree=0.970, adj=0.75, (0 split)
      c13 < 4259.968 to the left,  agree=0.939, adj=0.50, (0 split)

Node number 1004: 7 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.1428571  P(node) =0.0006688963
    class counts:     6     1
   probabilities: 0.857 0.143 
  left son=2008 (6 obs) right son=2009 (1 obs)
  Primary splits:
      c2 < 4272.241 to the left,  improve=1.714286, (0 missing)
      c3 < 4048.717 to the left,  improve=1.714286, (0 missing)
      c4 < 4635.015 to the right, improve=1.714286, (0 missing)
      c5 < 4141.472 to the left,  improve=1.714286, (0 missing)
      c9 < 4214.844 to the left,  improve=1.714286, (0 missing)

Node number 1005: 20 observations,    complexity param=0.0004254414
  predicted class=open    expected loss=0.2  P(node) =0.001911132
    class counts:     4    16
   probabilities: 0.200 0.800 
  left son=2010 (2 obs) right son=2011 (18 obs)
  Primary splits:
      c6  < 4345.94  to the left,  improve=2.844444, (0 missing)
      c9  < 4216.867 to the right, improve=2.844444, (0 missing)
      c11 < 4204.999 to the left,  improve=2.133333, (0 missing)
      c4  < 4639.515 to the left,  improve=1.600000, (0 missing)
      c8  < 4100.125 to the right, improve=1.347368, (0 missing)

Node number 1006: 3 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.3333333  P(node) =0.0002866699
    class counts:     2     1
   probabilities: 0.667 0.333 
  left son=2012 (2 obs) right son=2013 (1 obs)
  Primary splits:
      c1 < 4280.86  to the left,  improve=1.333333, (0 missing)
      c2 < 4256.184 to the right, improve=1.333333, (0 missing)
      c3 < 4020.791 to the left,  improve=1.333333, (0 missing)
      c5 < 4127.888 to the right, improve=1.333333, (0 missing)
      c6 < 4350.814 to the left,  improve=1.333333, (0 missing)

Node number 1007: 214 observations,    complexity param=0.0002481741
  predicted class=open    expected loss=0.07943925  P(node) =0.02044912
    class counts:    17   197
   probabilities: 0.079 0.921 
  left son=2014 (7 obs) right son=2015 (207 obs)
  Primary splits:
      c4 < 4658.853 to the right, improve=1.7642140, (0 missing)
      c2 < 4233.035 to the left,  improve=1.7028210, (0 missing)
      c3 < 4006.838 to the left,  improve=1.3028640, (0 missing)
      c6 < 4386.034 to the right, improve=1.0061360, (0 missing)
      c5 < 4121.371 to the left,  improve=0.8367638, (0 missing)
  Surrogate splits:
      c5 < 4174.35  to the right, agree=0.977, adj=0.286, (0 split)

Node number 1012: 6 observations
  predicted class=closed  expected loss=0  P(node) =0.0005733397
    class counts:     6     0
   probabilities: 1.000 0.000 

Node number 1013: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 1014: 55 observations,    complexity param=0.0006381621
  predicted class=open    expected loss=0.3454545  P(node) =0.005255614
    class counts:    19    36
   probabilities: 0.345 0.655 
  left son=2028 (22 obs) right son=2029 (33 obs)
  Primary splits:
      c9  < 4194.584 to the left,  improve=4.418182, (0 missing)
      c13 < 4260.876 to the left,  improve=3.167301, (0 missing)
      c5  < 4100.953 to the left,  improve=2.718881, (0 missing)
      c2  < 4266.788 to the left,  improve=2.455145, (0 missing)
      c8  < 4063.088 to the left,  improve=2.327273, (0 missing)
  Surrogate splits:
      c10 < 4607.013 to the left,  agree=0.745, adj=0.364, (0 split)
      c1  < 4294.077 to the right, agree=0.727, adj=0.318, (0 split)
      c2  < 4247.738 to the left,  agree=0.691, adj=0.227, (0 split)
      c7  < 4222.225 to the left,  agree=0.691, adj=0.227, (0 split)
      c13 < 4262.072 to the left,  agree=0.691, adj=0.227, (0 split)

Node number 1015: 121 observations,    complexity param=0.0006381621
  predicted class=open    expected loss=0.1322314  P(node) =0.01156235
    class counts:    16   105
   probabilities: 0.132 0.868 
  left son=2030 (34 obs) right son=2031 (87 obs)
  Primary splits:
      c11 < 4173.054 to the left,  improve=3.460955, (0 missing)
      c15 < 4555.553 to the left,  improve=2.083290, (0 missing)
      c7  < 4215.358 to the right, improve=2.059411, (0 missing)
      c16 < 4285.014 to the left,  improve=1.601706, (0 missing)
      c1  < 4278.849 to the left,  improve=1.333812, (0 missing)
  Surrogate splits:
      c15 < 4549.748 to the left,  agree=0.860, adj=0.500, (0 split)
      c1  < 4245.542 to the left,  agree=0.835, adj=0.412, (0 split)
      c16 < 4289.764 to the left,  agree=0.835, adj=0.412, (0 split)
      c7  < 4202.452 to the left,  agree=0.826, adj=0.382, (0 split)
      c13 < 4240.223 to the left,  agree=0.802, adj=0.294, (0 split)

Node number 1016: 12 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.08333333  P(node) =0.001146679
    class counts:    11     1
   probabilities: 0.917 0.083 
  left son=2032 (11 obs) right son=2033 (1 obs)
  Primary splits:
      c7  < 4244.203 to the left,  improve=1.8333330, (0 missing)
      c12 < 4216.218 to the right, improve=1.8333330, (0 missing)
      c10 < 4625.246 to the left,  improve=0.8333333, (0 missing)
      c11 < 4219.639 to the left,  improve=0.8333333, (0 missing)
      c13 < 4287.4   to the left,  improve=0.5000000, (0 missing)

Node number 1017: 5 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.2  P(node) =0.0004777831
    class counts:     1     4
   probabilities: 0.200 0.800 
  left son=2034 (1 obs) right son=2035 (4 obs)
  Primary splits:
      c4  < 4636.538 to the right, improve=1.6, (0 missing)
      c5  < 4127.972 to the left,  improve=1.6, (0 missing)
      c7  < 4250.658 to the right, improve=1.6, (0 missing)
      c9  < 4203.537 to the left,  improve=1.6, (0 missing)
      c11 < 4227.026 to the right, improve=1.6, (0 missing)

Node number 1018: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 1019: 26 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.07692308  P(node) =0.002484472
    class counts:     2    24
   probabilities: 0.077 0.923 
  left son=2038 (5 obs) right son=2039 (21 obs)
  Primary splits:
      c7  < 4222.724 to the left,  improve=1.2923080, (0 missing)
      c15 < 4616.422 to the right, improve=1.0256410, (0 missing)
      c5  < 4141.088 to the right, improve=0.8351648, (0 missing)
      c11 < 4200.14  to the left,  improve=0.8351648, (0 missing)
      c6  < 4350.612 to the right, improve=0.6923077, (0 missing)

Node number 1020: 19 observations,    complexity param=0.0004963483
  predicted class=closed  expected loss=0.4210526  P(node) =0.001815576
    class counts:    11     8
   probabilities: 0.579 0.421 
  left son=2040 (11 obs) right son=2041 (8 obs)
  Primary splits:
      c7  < 4237.936 to the right, improve=2.990431, (0 missing)
      c1  < 4310.013 to the left,  improve=1.498452, (0 missing)
      c4  < 4636.719 to the left,  improve=1.498452, (0 missing)
      c13 < 4268.007 to the right, improve=1.498452, (0 missing)
      c8  < 4056.594 to the left,  improve=1.263158, (0 missing)
  Surrogate splits:
      c4  < 4630.515 to the left,  agree=0.789, adj=0.500, (0 split)
      c10 < 4634.942 to the right, agree=0.789, adj=0.500, (0 split)
      c2  < 4259.81  to the left,  agree=0.737, adj=0.375, (0 split)
      c1  < 4310.013 to the left,  agree=0.684, adj=0.250, (0 split)
      c5  < 4129.789 to the left,  agree=0.684, adj=0.250, (0 split)

Node number 1021: 65 observations,    complexity param=0.000319081
  predicted class=open    expected loss=0.09230769  P(node) =0.00621118
    class counts:     6    59
   probabilities: 0.092 0.908 
  left son=2042 (23 obs) right son=2043 (42 obs)
  Primary splits:
      c4  < 4627.947 to the left,  improve=2.022742, (0 missing)
      c2  < 4276.794 to the right, improve=1.673558, (0 missing)
      c13 < 4257.698 to the left,  improve=1.673558, (0 missing)
      c8  < 4070.025 to the left,  improve=1.185641, (0 missing)
      c12 < 4253.046 to the right, improve=1.025641, (0 missing)
  Surrogate splits:
      c6  < 4340.795 to the left,  agree=0.769, adj=0.348, (0 split)
      c10 < 4630.17  to the left,  agree=0.708, adj=0.174, (0 split)
      c7  < 4249.529 to the right, agree=0.692, adj=0.130, (0 split)
      c8  < 4070.025 to the left,  agree=0.692, adj=0.130, (0 split)
      c1  < 4295.14  to the right, agree=0.677, adj=0.087, (0 split)

Node number 1022: 7 observations,    complexity param=0.0003545345
  predicted class=open    expected loss=0.4285714  P(node) =0.0006688963
    class counts:     3     4
   probabilities: 0.429 0.571 
  left son=2044 (3 obs) right son=2045 (4 obs)
  Primary splits:
      c9  < 4194.345 to the right, improve=3.428571, (0 missing)
      c11 < 4198.784 to the right, improve=3.428571, (0 missing)
      c15 < 4595.948 to the right, improve=3.428571, (0 missing)
      c1  < 4280.72  to the right, improve=1.928571, (0 missing)
      c3  < 4007.287 to the right, improve=1.928571, (0 missing)
  Surrogate splits:
      c11 < 4198.784 to the right, agree=1.000, adj=1.000, (0 split)
      c15 < 4595.948 to the right, agree=1.000, adj=1.000, (0 split)
      c1  < 4280.72  to the right, agree=0.857, adj=0.667, (0 split)
      c2  < 4249.205 to the right, agree=0.857, adj=0.667, (0 split)
      c3  < 4007.287 to the right, agree=0.857, adj=0.667, (0 split)

Node number 1023: 586 observations,    complexity param=0.0003545345
  predicted class=open    expected loss=0.05802048  P(node) =0.05599618
    class counts:    34   552
   probabilities: 0.058 0.942 
  left son=2046 (1 obs) right son=2047 (585 obs)
  Primary splits:
      c10 < 4582.379 to the left,  improve=1.7776840, (0 missing)
      c1  < 4283.896 to the left,  improve=1.4754340, (0 missing)
      c5  < 4144.085 to the right, improve=0.8348195, (0 missing)
      c12 < 4191.534 to the left,  improve=0.7840596, (0 missing)
      c16 < 4325.427 to the left,  improve=0.7004617, (0 missing)

Node number 1024: 186 observations
  predicted class=closed  expected loss=0  P(node) =0.01777353
    class counts:   186     0
   probabilities: 1.000 0.000 

Node number 1025: 41 observations,    complexity param=0.0001063603
  predicted class=closed  expected loss=0.02439024  P(node) =0.003917821
    class counts:    40     1
   probabilities: 0.976 0.024 
  left son=2050 (40 obs) right son=2051 (1 obs)
  Primary splits:
      c12 < 4214.571 to the left,  improve=1.9512200, (0 missing)
      c8  < 4082.416 to the right, improve=0.4512195, (0 missing)
      c13 < 4292.533 to the right, improve=0.1734417, (0 missing)
      c2  < 4267.954 to the left,  improve=0.1330377, (0 missing)
      c7  < 4256.032 to the left,  improve=0.1178862, (0 missing)

Node number 1026: 31 observations,    complexity param=0.0001276324
  predicted class=closed  expected loss=0.03225806  P(node) =0.002962255
    class counts:    30     1
   probabilities: 0.968 0.032 
  left son=2052 (30 obs) right son=2053 (1 obs)
  Primary splits:
      c7  < 4264.055 to the left,  improve=1.9354840, (0 missing)
      c9  < 4233.169 to the left,  improve=1.9354840, (0 missing)
      c4  < 4630.882 to the left,  improve=0.9354839, (0 missing)
      c12 < 4257.019 to the left,  improve=0.9354839, (0 missing)
      c5  < 4083.546 to the right, improve=0.3354839, (0 missing)

Node number 1027: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 1034: 5 observations
  predicted class=closed  expected loss=0  P(node) =0.0004777831
    class counts:     5     0
   probabilities: 1.000 0.000 

Node number 1035: 2 observations
  predicted class=open    expected loss=0  P(node) =0.0001911132
    class counts:     0     2
   probabilities: 0.000 1.000 

Node number 1038: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 1039: 4 observations
  predicted class=open    expected loss=0  P(node) =0.0003822265
    class counts:     0     4
   probabilities: 0.000 1.000 

Node number 1084: 2 observations
  predicted class=closed  expected loss=0  P(node) =0.0001911132
    class counts:     2     0
   probabilities: 1.000 0.000 

Node number 1085: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 1266: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 1267: 4 observations
  predicted class=open    expected loss=0  P(node) =0.0003822265
    class counts:     0     4
   probabilities: 0.000 1.000 

Node number 1280: 337 observations,    complexity param=0.0002481741
  predicted class=closed  expected loss=0.03560831  P(node) =0.03220258
    class counts:   325    12
   probabilities: 0.964 0.036 
  left son=2560 (228 obs) right son=2561 (109 obs)
  Primary splits:
      c8  < 4105.224 to the right, improve=1.0153510, (0 missing)
      c4  < 4641.023 to the left,  improve=0.9356610, (0 missing)
      c5  < 4164.174 to the left,  improve=0.7750735, (0 missing)
      c2  < 4285.433 to the left,  improve=0.7376802, (0 missing)
      c13 < 4270.612 to the right, improve=0.5366182, (0 missing)
  Surrogate splits:
      c9  < 4198.795 to the right, agree=0.709, adj=0.101, (0 split)
      c3  < 4001.738 to the right, agree=0.706, adj=0.092, (0 split)
      c5  < 4106.486 to the right, agree=0.694, adj=0.055, (0 split)
      c11 < 4192.474 to the right, agree=0.694, adj=0.055, (0 split)
      c6  < 4332.603 to the right, agree=0.691, adj=0.046, (0 split)

Node number 1281: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 1288: 34 observations
  predicted class=closed  expected loss=0  P(node) =0.003248925
    class counts:    34     0
   probabilities: 1.000 0.000 

Node number 1289: 18 observations,    complexity param=0.0003722612
  predicted class=closed  expected loss=0.2777778  P(node) =0.001720019
    class counts:    13     5
   probabilities: 0.722 0.278 
  left son=2578 (14 obs) right son=2579 (4 obs)
  Primary splits:
      c16 < 4382.207 to the right, improve=5.365079, (0 missing)
      c1  < 4315.788 to the right, improve=2.777778, (0 missing)
      c10 < 4641.238 to the left,  improve=2.347222, (0 missing)
      c7  < 4248.437 to the left,  improve=2.293651, (0 missing)
      c5  < 4117.931 to the left,  improve=2.222222, (0 missing)
  Surrogate splits:
      c10 < 4641.238 to the left,  agree=0.889, adj=0.50, (0 split)
      c4  < 4639.651 to the left,  agree=0.833, adj=0.25, (0 split)

Node number 1290: 2 observations
  predicted class=closed  expected loss=0  P(node) =0.0001911132
    class counts:     2     0
   probabilities: 1.000 0.000 

Node number 1291: 3 observations
  predicted class=open    expected loss=0  P(node) =0.0002866699
    class counts:     0     3
   probabilities: 0.000 1.000 

Node number 1294: 2 observations
  predicted class=closed  expected loss=0  P(node) =0.0001911132
    class counts:     2     0
   probabilities: 1.000 0.000 

Node number 1295: 19 observations,    complexity param=0.0004254414
  predicted class=open    expected loss=0.1578947  P(node) =0.001815576
    class counts:     3    16
   probabilities: 0.158 0.842 
  left son=2590 (2 obs) right son=2591 (17 obs)
  Primary splits:
      c5  < 4169.652 to the right, improve=3.170279, (0 missing)
      c11 < 4213.567 to the left,  improve=2.052632, (0 missing)
      c4  < 4653.834 to the right, improve=1.844298, (0 missing)
      c6  < 4376.836 to the right, improve=1.497076, (0 missing)
      c9  < 4192.576 to the left,  improve=1.497076, (0 missing)

Node number 1296: 95 observations
  predicted class=closed  expected loss=0  P(node) =0.009077879
    class counts:    95     0
   probabilities: 1.000 0.000 

Node number 1297: 11 observations,    complexity param=0.0001418138
  predicted class=closed  expected loss=0.1818182  P(node) =0.001051123
    class counts:     9     2
   probabilities: 0.818 0.182 
  left son=2594 (8 obs) right son=2595 (3 obs)
  Primary splits:
      c16 < 4414.553 to the right, improve=1.939394, (0 missing)
      c1  < 4355.157 to the left,  improve=1.472727, (0 missing)
      c2  < 4334.422 to the left,  improve=1.472727, (0 missing)
      c3  < 4061.336 to the left,  improve=1.472727, (0 missing)
      c4  < 4701.603 to the left,  improve=1.472727, (0 missing)
  Surrogate splits:
      c12 < 4223.657 to the right, agree=0.909, adj=0.667, (0 split)
      c4  < 4684.038 to the left,  agree=0.818, adj=0.333, (0 split)
      c7  < 4283.981 to the left,  agree=0.818, adj=0.333, (0 split)

Node number 1300: 33 observations
  predicted class=closed  expected loss=0  P(node) =0.003153368
    class counts:    33     0
   probabilities: 1.000 0.000 

Node number 1301: 3 observations,    complexity param=0.0001063603
  predicted class=closed  expected loss=0.3333333  P(node) =0.0002866699
    class counts:     2     1
   probabilities: 0.667 0.333 
  left son=2602 (2 obs) right son=2603 (1 obs)
  Primary splits:
      c2 < 4355.941 to the right, improve=1.333333, (0 missing)
      c3 < 4083.126 to the right, improve=1.333333, (0 missing)
      c5 < 4200.436 to the right, improve=1.333333, (0 missing)
      c6 < 4419.792 to the right, improve=1.333333, (0 missing)
      c7 < 4309.922 to the right, improve=1.333333, (0 missing)

Node number 1302: 5 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.2  P(node) =0.0004777831
    class counts:     4     1
   probabilities: 0.800 0.200 
  left son=2604 (4 obs) right son=2605 (1 obs)
  Primary splits:
      c2  < 4346.499 to the left,  improve=1.6, (0 missing)
      c5  < 4165.046 to the right, improve=1.6, (0 missing)
      c6  < 4390.584 to the right, improve=1.6, (0 missing)
      c8  < 4114.075 to the right, improve=1.6, (0 missing)
      c12 < 4220.457 to the right, improve=1.6, (0 missing)

Node number 1303: 22 observations,    complexity param=0.0004254414
  predicted class=open    expected loss=0.09090909  P(node) =0.002102246
    class counts:     2    20
   probabilities: 0.091 0.909 
  left son=2606 (2 obs) right son=2607 (20 obs)
  Primary splits:
      c16 < 4446.447 to the right, improve=3.6363640, (0 missing)
      c15 < 4686.814 to the right, improve=2.3030300, (0 missing)
      c8  < 4153.485 to the right, improve=1.7316020, (0 missing)
      c4  < 4686.829 to the left,  improve=0.7363636, (0 missing)
      c6  < 4418.9   to the right, improve=0.7363636, (0 missing)
  Surrogate splits:
      c15 < 4686.814 to the right, agree=0.955, adj=0.5, (0 split)

Node number 1408: 117 observations,    complexity param=0.0004254414
  predicted class=closed  expected loss=0.08547009  P(node) =0.01118012
    class counts:   107    10
   probabilities: 0.915 0.085 
  left son=2816 (104 obs) right son=2817 (13 obs)
  Primary splits:
      c3  < 4016.518 to the left,  improve=2.617521, (0 missing)
      c10 < 4572.304 to the right, improve=1.687150, (0 missing)
      c12 < 4189.435 to the right, improve=1.687150, (0 missing)
      c13 < 4256.464 to the right, improve=1.687150, (0 missing)
      c8  < 4070.85  to the left,  improve=1.661191, (0 missing)
  Surrogate splits:
      c10 < 4581.164 to the right, agree=0.897, adj=0.077, (0 split)

Node number 1409: 3 observations
  predicted class=open    expected loss=0  P(node) =0.0002866699
    class counts:     0     3
   probabilities: 0.000 1.000 

Node number 1410: 240 observations,    complexity param=0.0009572431
  predicted class=closed  expected loss=0.2458333  P(node) =0.02293359
    class counts:   181    59
   probabilities: 0.754 0.246 
  left son=2820 (174 obs) right son=2821 (66 obs)
  Primary splits:
      c2  < 4264.754 to the right, improve=4.852691, (0 missing)
      c8  < 4072.915 to the left,  improve=4.061308, (0 missing)
      c13 < 4288.389 to the right, improve=4.028344, (0 missing)
      c7  < 4217.87  to the right, improve=2.877632, (0 missing)
      c1  < 4329.463 to the right, improve=2.859156, (0 missing)
  Surrogate splits:
      c7  < 4217.87  to the right, agree=0.750, adj=0.091, (0 split)
      c1  < 4303.342 to the right, agree=0.733, adj=0.030, (0 split)
      c13 < 4265.643 to the right, agree=0.733, adj=0.030, (0 split)
      c3  < 3989.359 to the right, agree=0.729, adj=0.015, (0 split)
      c4  < 4590.069 to the right, agree=0.729, adj=0.015, (0 split)

Node number 1411: 15 observations,    complexity param=0.0006381621
  predicted class=open    expected loss=0.2  P(node) =0.001433349
    class counts:     3    12
   probabilities: 0.200 0.800 
  left son=2822 (3 obs) right son=2823 (12 obs)
  Primary splits:
      c8  < 4076.128 to the right, improve=4.800000, (0 missing)
      c1  < 4370.402 to the right, improve=3.300000, (0 missing)
      c16 < 4431.266 to the right, improve=3.300000, (0 missing)
      c6  < 4346.35  to the right, improve=2.953846, (0 missing)
      c11 < 4229.206 to the right, improve=2.400000, (0 missing)
  Surrogate splits:
      c1  < 4370.402 to the right, agree=0.933, adj=0.667, (0 split)
      c6  < 4346.35  to the right, agree=0.933, adj=0.667, (0 split)
      c16 < 4431.266 to the right, agree=0.933, adj=0.667, (0 split)
      c2  < 4258.275 to the left,  agree=0.867, adj=0.333, (0 split)
      c11 < 4229.206 to the right, agree=0.867, adj=0.333, (0 split)

Node number 1412: 117 observations,    complexity param=0.0007445224
  predicted class=closed  expected loss=0.2735043  P(node) =0.01118012
    class counts:    85    32
   probabilities: 0.726 0.274 
  left son=2824 (69 obs) right son=2825 (48 obs)
  Primary splits:
      c4  < 4611.149 to the left,  improve=3.336306, (0 missing)
      c11 < 4178.333 to the right, improve=2.893129, (0 missing)
      c13 < 4284.324 to the left,  improve=2.369256, (0 missing)
      c12 < 4249.802 to the left,  improve=2.182595, (0 missing)
      c1  < 4302.552 to the left,  improve=2.147900, (0 missing)
  Surrogate splits:
      c6  < 4339.343 to the left,  agree=0.650, adj=0.146, (0 split)
      c15 < 4584.486 to the right, agree=0.624, adj=0.083, (0 split)
      c12 < 4252.688 to the left,  agree=0.615, adj=0.063, (0 split)
      c13 < 4264.754 to the right, agree=0.615, adj=0.063, (0 split)
      c1  < 4277.852 to the right, agree=0.607, adj=0.042, (0 split)

Node number 1413: 19 observations,    complexity param=0.0008508828
  predicted class=open    expected loss=0.3684211  P(node) =0.001815576
    class counts:     7    12
   probabilities: 0.368 0.632 
  left son=2826 (6 obs) right son=2827 (13 obs)
  Primary splits:
      c16 < 4371.819 to the right, improve=3.790823, (0 missing)
      c11 < 4201.23  to the right, improve=2.264327, (0 missing)
      c13 < 4280.095 to the right, improve=2.264327, (0 missing)
      c4  < 4608.988 to the right, improve=1.842105, (0 missing)
      c8  < 4065.063 to the right, improve=1.842105, (0 missing)
  Surrogate splits:
      c12 < 4218.327 to the left,  agree=0.842, adj=0.500, (0 split)
      c3  < 4005.802 to the right, agree=0.789, adj=0.333, (0 split)
      c7  < 4230.707 to the right, agree=0.789, adj=0.333, (0 split)
      c8  < 4089.779 to the right, agree=0.789, adj=0.333, (0 split)
      c9  < 4213.302 to the right, agree=0.737, adj=0.167, (0 split)

Node number 1414: 16 observations,    complexity param=0.0008508828
  predicted class=closed  expected loss=0.375  P(node) =0.001528906
    class counts:    10     6
   probabilities: 0.625 0.375 
  left son=2828 (10 obs) right son=2829 (6 obs)
  Primary splits:
      c13 < 4288.984 to the left,  improve=4.033333, (0 missing)
      c2  < 4270.939 to the left,  improve=2.000000, (0 missing)
      c9  < 4204.609 to the left,  improve=2.000000, (0 missing)
      c15 < 4619.869 to the left,  improve=1.785714, (0 missing)
      c3  < 4013.871 to the right, improve=1.500000, (0 missing)
  Surrogate splits:
      c2  < 4277.096 to the left,  agree=0.812, adj=0.500, (0 split)
      c7  < 4239.463 to the right, agree=0.812, adj=0.500, (0 split)
      c1  < 4296.804 to the left,  agree=0.750, adj=0.333, (0 split)
      c9  < 4204.609 to the left,  agree=0.750, adj=0.333, (0 split)
      c10 < 4627.983 to the left,  agree=0.750, adj=0.333, (0 split)

Node number 1415: 29 observations,    complexity param=0.0004254414
  predicted class=open    expected loss=0.2068966  P(node) =0.002771142
    class counts:     6    23
   probabilities: 0.207 0.793 
  left son=2830 (10 obs) right son=2831 (19 obs)
  Primary splits:
      c13 < 4287.652 to the right, improve=2.622505, (0 missing)
      c7  < 4239.136 to the left,  improve=2.452306, (0 missing)
      c5  < 4130.952 to the right, improve=1.414677, (0 missing)
      c9  < 4217.18  to the right, improve=1.414677, (0 missing)
      c11 < 4220.128 to the right, improve=1.414677, (0 missing)
  Surrogate splits:
      c7  < 4237.834 to the left,  agree=0.793, adj=0.4, (0 split)
      c11 < 4218.174 to the right, agree=0.793, adj=0.4, (0 split)
      c16 < 4366.357 to the left,  agree=0.793, adj=0.4, (0 split)
      c1  < 4285.83  to the left,  agree=0.759, adj=0.3, (0 split)
      c5  < 4130.952 to the right, agree=0.759, adj=0.3, (0 split)

Node number 1424: 35 observations
  predicted class=closed  expected loss=0  P(node) =0.003344482
    class counts:    35     0
   probabilities: 1.000 0.000 

Node number 1425: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 1426: 2 observations
  predicted class=closed  expected loss=0  P(node) =0.0001911132
    class counts:     2     0
   probabilities: 1.000 0.000 

Node number 1427: 4 observations
  predicted class=open    expected loss=0  P(node) =0.0003822265
    class counts:     0     4
   probabilities: 0.000 1.000 

Node number 1436: 45 observations,    complexity param=0.0009572431
  predicted class=closed  expected loss=0.3777778  P(node) =0.004300048
    class counts:    28    17
   probabilities: 0.622 0.378 
  left son=2872 (23 obs) right son=2873 (22 obs)
  Primary splits:
      c9  < 4198.698 to the left,  improve=3.910496, (0 missing)
      c4  < 4608.829 to the right, improve=3.617094, (0 missing)
      c8  < 4083.655 to the left,  improve=3.399458, (0 missing)
      c12 < 4229.707 to the right, improve=2.661628, (0 missing)
      c11 < 4237.359 to the left,  improve=2.488889, (0 missing)
  Surrogate splits:
      c7  < 4231.149 to the left,  agree=0.711, adj=0.409, (0 split)
      c10 < 4612.835 to the left,  agree=0.711, adj=0.409, (0 split)
      c8  < 4081.636 to the left,  agree=0.667, adj=0.318, (0 split)
      c13 < 4279.98  to the left,  agree=0.667, adj=0.318, (0 split)
      c1  < 4322.785 to the right, agree=0.644, adj=0.273, (0 split)

Node number 1437: 10 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.1  P(node) =0.0009555662
    class counts:     1     9
   probabilities: 0.100 0.900 
  left son=2874 (1 obs) right son=2875 (9 obs)
  Primary splits:
      c7  < 4205.992 to the left,  improve=1.8, (0 missing)
      c11 < 4191.043 to the left,  improve=1.8, (0 missing)
      c13 < 4292.158 to the right, improve=1.8, (0 missing)
      c16 < 4402.634 to the right, improve=1.8, (0 missing)
      c2  < 4276.347 to the right, improve=0.8, (0 missing)

Node number 1438: 70 observations,    complexity param=0.0004254414
  predicted class=open    expected loss=0.3714286  P(node) =0.006688963
    class counts:    26    44
   probabilities: 0.371 0.629 
  left son=2876 (8 obs) right son=2877 (62 obs)
  Primary splits:
      c15 < 4597.774 to the left,  improve=2.588940, (0 missing)
      c6  < 4337.718 to the right, improve=2.519048, (0 missing)
      c11 < 4170.415 to the right, improve=2.492166, (0 missing)
      c13 < 4283.339 to the right, improve=2.002381, (0 missing)
      c8  < 4062.999 to the right, improve=1.828571, (0 missing)
  Surrogate splits:
      c4 < 4587.972 to the left,  agree=0.9, adj=0.125, (0 split)

Node number 1439: 76 observations,    complexity param=0.000319081
  predicted class=open    expected loss=0.1184211  P(node) =0.007262303
    class counts:     9    67
   probabilities: 0.118 0.882 
  left son=2878 (10 obs) right son=2879 (66 obs)
  Primary splits:
      c10 < 4592.064 to the left,  improve=3.353270, (0 missing)
      c5  < 4153.941 to the right, improve=1.896992, (0 missing)
      c9  < 4161.192 to the left,  improve=1.575088, (0 missing)
      c11 < 4213.99  to the right, improve=1.338478, (0 missing)
      c3  < 4058.608 to the right, improve=1.229532, (0 missing)
  Surrogate splits:
      c9 < 4175.165 to the left,  agree=0.934, adj=0.5, (0 split)
      c1 < 4445.64  to the right, agree=0.882, adj=0.1, (0 split)
      c2 < 4310.727 to the right, agree=0.882, adj=0.1, (0 split)
      c5 < 4156.193 to the right, agree=0.882, adj=0.1, (0 split)

Node number 1440: 80 observations,    complexity param=0.0001063603
  predicted class=closed  expected loss=0.025  P(node) =0.007644529
    class counts:    78     2
   probabilities: 0.975 0.025 
  left son=2880 (78 obs) right son=2881 (2 obs)
  Primary splits:
      c15 < 4745.405 to the left,  improve=0.9256410, (0 missing)
      c16 < 4493.26  to the left,  improve=0.5926407, (0 missing)
      c1  < 4383.305 to the left,  improve=0.4714286, (0 missing)
      c3  < 4018.065 to the left,  improve=0.4714286, (0 missing)
      c9  < 4220.39  to the left,  improve=0.3444444, (0 missing)
  Surrogate splits:
      c16 < 4493.26  to the left,  agree=0.988, adj=0.5, (0 split)

Node number 1441: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 1448: 22 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.1363636  P(node) =0.002102246
    class counts:    19     3
   probabilities: 0.864 0.136 
  left son=2896 (21 obs) right son=2897 (1 obs)
  Primary splits:
      c12 < 4323.279 to the left,  improve=1.5627710, (0 missing)
      c9  < 4185.587 to the right, improve=1.2929290, (0 missing)
      c5  < 4145.65  to the left,  improve=0.9818182, (0 missing)
      c13 < 4305.887 to the left,  improve=0.9818182, (0 missing)
      c3  < 4052.655 to the left,  improve=0.8994652, (0 missing)

Node number 1449: 13 observations,    complexity param=0.0006381621
  predicted class=open    expected loss=0.3076923  P(node) =0.001242236
    class counts:     4     9
   probabilities: 0.308 0.692 
  left son=2898 (5 obs) right son=2899 (8 obs)
  Primary splits:
      c8  < 4077.329 to the right, improve=3.938462, (0 missing)
      c9  < 4201.391 to the right, improve=3.938462, (0 missing)
      c7  < 4229.687 to the right, improve=2.871795, (0 missing)
      c5  < 4136.876 to the left,  improve=2.260684, (0 missing)
      c11 < 4220.104 to the right, improve=2.109890, (0 missing)
  Surrogate splits:
      c7  < 4229.687 to the right, agree=0.923, adj=0.8, (0 split)
      c9  < 4201.391 to the right, agree=0.846, adj=0.6, (0 split)
      c11 < 4220.104 to the right, agree=0.846, adj=0.6, (0 split)
      c1  < 4408.59  to the right, agree=0.769, adj=0.4, (0 split)
      c3  < 4035.32  to the left,  agree=0.769, adj=0.4, (0 split)

Node number 1450: 3 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.3333333  P(node) =0.0002866699
    class counts:     2     1
   probabilities: 0.667 0.333 
  left son=2900 (2 obs) right son=2901 (1 obs)
  Primary splits:
      c1 < 4320.526 to the right, improve=1.333333, (0 missing)
      c2 < 4284.915 to the right, improve=1.333333, (0 missing)
      c3 < 4030.052 to the right, improve=1.333333, (0 missing)
      c7 < 4260.169 to the left,  improve=1.333333, (0 missing)
      c8 < 4088.352 to the right, improve=1.333333, (0 missing)

Node number 1451: 7 observations
  predicted class=open    expected loss=0  P(node) =0.0006688963
    class counts:     0     7
   probabilities: 0.000 1.000 

Node number 1456: 298 observations,    complexity param=0.002552648
  predicted class=closed  expected loss=0.3590604  P(node) =0.02847587
    class counts:   191   107
   probabilities: 0.641 0.359 
  left son=2912 (282 obs) right son=2913 (16 obs)
  Primary splits:
      c1  < 4339.954 to the left,  improve=9.001499, (0 missing)
      c9  < 4211.815 to the right, improve=7.167418, (0 missing)
      c11 < 4174.2   to the right, improve=6.055518, (0 missing)
      c10 < 4608.467 to the right, improve=6.034475, (0 missing)
      c7  < 4232.986 to the right, improve=5.559501, (0 missing)
  Surrogate splits:
      c9  < 4173.659 to the right, agree=0.953, adj=0.125, (0 split)
      c16 < 4396.79  to the left,  agree=0.953, adj=0.125, (0 split)

Node number 1457: 109 observations,    complexity param=0.002127207
  predicted class=open    expected loss=0.3302752  P(node) =0.01041567
    class counts:    36    73
   probabilities: 0.330 0.670 
  left son=2914 (12 obs) right son=2915 (97 obs)
  Primary splits:
      c15 < 4635.807 to the right, improve=9.273448, (0 missing)
      c3  < 4048.483 to the right, improve=4.751111, (0 missing)
      c6  < 4368.711 to the right, improve=4.700953, (0 missing)
      c12 < 4253.902 to the right, improve=4.152957, (0 missing)
      c16 < 4387.265 to the right, improve=3.869222, (0 missing)
  Surrogate splits:
      c6 < 4370.313 to the right, agree=0.927, adj=0.333, (0 split)
      c7 < 4261.807 to the right, agree=0.927, adj=0.333, (0 split)
      c9 < 4225.3   to the right, agree=0.917, adj=0.250, (0 split)

Node number 1458: 106 observations,    complexity param=0.002765369
  predicted class=open    expected loss=0.4811321  P(node) =0.010129
    class counts:    51    55
   probabilities: 0.481 0.519 
  left son=2916 (36 obs) right son=2917 (70 obs)
  Primary splits:
      c3  < 4005.251 to the left,  improve=15.741990, (0 missing)
      c10 < 4608.914 to the right, improve= 7.869650, (0 missing)
      c15 < 4626.765 to the right, improve= 6.458690, (0 missing)
      c5  < 4114.213 to the left,  improve= 5.445354, (0 missing)
      c6  < 4336.091 to the left,  improve= 3.904258, (0 missing)
  Surrogate splits:
      c5  < 4110.318 to the left,  agree=0.745, adj=0.250, (0 split)
      c15 < 4626.765 to the right, agree=0.736, adj=0.222, (0 split)
      c8  < 4083.052 to the right, agree=0.726, adj=0.194, (0 split)
      c16 < 4383.293 to the right, agree=0.717, adj=0.167, (0 split)
      c4  < 4635.531 to the right, agree=0.689, adj=0.083, (0 split)

Node number 1459: 194 observations,    complexity param=0.0008508828
  predicted class=open    expected loss=0.2525773  P(node) =0.01853798
    class counts:    49   145
   probabilities: 0.253 0.747 
  left son=2918 (58 obs) right son=2919 (136 obs)
  Primary splits:
      c5  < 4118.086 to the right, improve=5.269735, (0 missing)
      c3  < 4006.089 to the right, improve=4.152362, (0 missing)
      c13 < 4281.868 to the left,  improve=3.972980, (0 missing)
      c6  < 4352.528 to the right, improve=3.642625, (0 missing)
      c11 < 4187.75  to the right, improve=3.329294, (0 missing)
  Surrogate splits:
      c2  < 4261.859 to the left,  agree=0.716, adj=0.052, (0 split)
      c7  < 4218.821 to the left,  agree=0.716, adj=0.052, (0 split)
      c15 < 4626.897 to the right, agree=0.716, adj=0.052, (0 split)
      c4  < 4639.465 to the right, agree=0.711, adj=0.034, (0 split)
      c8  < 4048.771 to the left,  agree=0.711, adj=0.034, (0 split)

Node number 1460: 20 observations,    complexity param=0.0004254414
  predicted class=closed  expected loss=0.25  P(node) =0.001911132
    class counts:    15     5
   probabilities: 0.750 0.250 
  left son=2920 (18 obs) right son=2921 (2 obs)
  Primary splits:
      c3  < 4038.8   to the left,  improve=2.500000, (0 missing)
      c10 < 4640.982 to the left,  improve=2.500000, (0 missing)
      c6  < 4357.425 to the right, improve=1.666667, (0 missing)
      c13 < 4301.534 to the left,  improve=1.633333, (0 missing)
      c1  < 4319.002 to the right, improve=1.237374, (0 missing)

Node number 1461: 61 observations,    complexity param=0.0006381621
  predicted class=open    expected loss=0.1803279  P(node) =0.005828954
    class counts:    11    50
   probabilities: 0.180 0.820 
  left son=2922 (11 obs) right son=2923 (50 obs)
  Primary splits:
      c2  < 4288.229 to the right, improve=5.581878, (0 missing)
      c1  < 4316.582 to the right, improve=4.088342, (0 missing)
      c9  < 4221.762 to the right, improve=3.147938, (0 missing)
      c5  < 4123.868 to the right, improve=2.573327, (0 missing)
      c15 < 4607.282 to the right, improve=1.660694, (0 missing)
  Surrogate splits:
      c11 < 4223.464 to the right, agree=0.869, adj=0.273, (0 split)
      c12 < 4271.512 to the right, agree=0.852, adj=0.182, (0 split)
      c1  < 4326.389 to the right, agree=0.836, adj=0.091, (0 split)
      c3  < 4041.619 to the right, agree=0.836, adj=0.091, (0 split)
      c5  < 4144.553 to the right, agree=0.836, adj=0.091, (0 split)

Node number 1462: 7 observations,    complexity param=0.000319081
  predicted class=open    expected loss=0.4285714  P(node) =0.0006688963
    class counts:     3     4
   probabilities: 0.429 0.571 
  left son=2924 (3 obs) right son=2925 (4 obs)
  Primary splits:
      c3  < 4010.336 to the right, improve=3.428571, (0 missing)
      c12 < 4235.101 to the right, improve=3.428571, (0 missing)
      c4  < 4622.758 to the right, improve=1.928571, (0 missing)
      c6  < 4343.814 to the right, improve=1.928571, (0 missing)
      c7  < 4247.87  to the right, improve=1.928571, (0 missing)
  Surrogate splits:
      c12 < 4235.101 to the right, agree=1.000, adj=1.000, (0 split)
      c4  < 4622.758 to the right, agree=0.857, adj=0.667, (0 split)
      c5  < 4138.862 to the right, agree=0.857, adj=0.667, (0 split)
      c6  < 4343.814 to the right, agree=0.857, adj=0.667, (0 split)
      c7  < 4247.87  to the right, agree=0.857, adj=0.667, (0 split)

Node number 1463: 78 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.03846154  P(node) =0.007453416
    class counts:     3    75
   probabilities: 0.038 0.962 
  left son=2926 (1 obs) right son=2927 (77 obs)
  Primary splits:
      c9  < 4200.471 to the left,  improve=1.8731270, (0 missing)
      c10 < 4617.893 to the left,  improve=0.8744939, (0 missing)
      c15 < 4640.567 to the right, improve=0.5986425, (0 missing)
      c6  < 4347.024 to the left,  improve=0.4153846, (0 missing)
      c4  < 4638.888 to the left,  improve=0.3899204, (0 missing)

Node number 1470: 81 observations,    complexity param=0.0004963483
  predicted class=open    expected loss=0.3209877  P(node) =0.007740086
    class counts:    26    55
   probabilities: 0.321 0.679 
  left son=2940 (50 obs) right son=2941 (31 obs)
  Primary splits:
      c2  < 4254.153 to the right, improve=5.049287, (0 missing)
      c12 < 4245.275 to the right, improve=4.225309, (0 missing)
      c7  < 4239.321 to the left,  improve=3.913763, (0 missing)
      c16 < 4364.46  to the left,  improve=3.880071, (0 missing)
      c10 < 4619.261 to the right, improve=3.831880, (0 missing)
  Surrogate splits:
      c10 < 4602.267 to the right, agree=0.704, adj=0.226, (0 split)
      c15 < 4603.945 to the right, agree=0.691, adj=0.194, (0 split)
      c9  < 4195.101 to the right, agree=0.679, adj=0.161, (0 split)
      c16 < 4390.404 to the left,  agree=0.667, adj=0.129, (0 split)
      c3  < 3992.397 to the right, agree=0.654, adj=0.097, (0 split)

Node number 1471: 167 observations,    complexity param=0.000319081
  predicted class=open    expected loss=0.09580838  P(node) =0.01595796
    class counts:    16   151
   probabilities: 0.096 0.904 
  left son=2942 (14 obs) right son=2943 (153 obs)
  Primary splits:
      c6  < 4353.321 to the right, improve=2.087260, (0 missing)
      c8  < 4092.464 to the right, improve=2.033511, (0 missing)
      c13 < 4269.21  to the left,  improve=1.859570, (0 missing)
      c5  < 4092.564 to the left,  improve=1.644975, (0 missing)
      c10 < 4620.169 to the right, improve=1.491896, (0 missing)
  Surrogate splits:
      c8  < 4092.464 to the right, agree=0.928, adj=0.143, (0 split)
      c10 < 4639.954 to the right, agree=0.928, adj=0.143, (0 split)

Node number 1506: 3 observations
  predicted class=closed  expected loss=0  P(node) =0.0002866699
    class counts:     3     0
   probabilities: 1.000 0.000 

Node number 1507: 3 observations
  predicted class=open    expected loss=0  P(node) =0.0002866699
    class counts:     0     3
   probabilities: 0.000 1.000 

Node number 1512: 6 observations
  predicted class=closed  expected loss=0  P(node) =0.0005733397
    class counts:     6     0
   probabilities: 1.000 0.000 

Node number 1513: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 1516: 3 observations
  predicted class=closed  expected loss=0  P(node) =0.0002866699
    class counts:     3     0
   probabilities: 1.000 0.000 

Node number 1517: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 1518: 3 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.3333333  P(node) =0.0002866699
    class counts:     2     1
   probabilities: 0.667 0.333 
  left son=3036 (2 obs) right son=3037 (1 obs)
  Primary splits:
      c1 < 4398.167 to the right, improve=1.333333, (0 missing)
      c3 < 4081.192 to the left,  improve=1.333333, (0 missing)
      c4 < 4629.592 to the left,  improve=1.333333, (0 missing)
      c5 < 4158.526 to the right, improve=1.333333, (0 missing)
      c6 < 4346.391 to the left,  improve=1.333333, (0 missing)

Node number 1519: 77 observations,    complexity param=0.0001063603
  predicted class=open    expected loss=0.03896104  P(node) =0.00735786
    class counts:     3    74
   probabilities: 0.039 0.961 
  left son=3038 (2 obs) right son=3039 (75 obs)
  Primary splits:
      c3 < 4064.829 to the left,  improve=0.8729004, (0 missing)
      c9 < 4199.645 to the right, improve=0.8729004, (0 missing)
      c2 < 4301.412 to the right, improve=0.8250573, (0 missing)
      c7 < 4209.674 to the left,  improve=0.4636697, (0 missing)
      c1 < 4415.271 to the left,  improve=0.3468789, (0 missing)

Node number 1530: 3 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.3333333  P(node) =0.0002866699
    class counts:     2     1
   probabilities: 0.667 0.333 
  left son=3060 (2 obs) right son=3061 (1 obs)
  Primary splits:
      c1 < 4434.423 to the left,  improve=1.333333, (0 missing)
      c2 < 4308.627 to the left,  improve=1.333333, (0 missing)
      c3 < 4138.545 to the left,  improve=1.333333, (0 missing)
      c4 < 4596.599 to the right, improve=1.333333, (0 missing)
      c5 < 4170.12  to the left,  improve=1.333333, (0 missing)

Node number 1531: 52 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.05769231  P(node) =0.004968944
    class counts:     3    49
   probabilities: 0.058 0.942 
  left son=3062 (4 obs) right son=3063 (48 obs)
  Primary splits:
      c4  < 4637.382 to the right, improve=1.6955130, (0 missing)
      c5  < 4155.6   to the right, improve=0.8538462, (0 missing)
      c6  < 4352.787 to the right, improve=0.8538462, (0 missing)
      c9  < 4195.439 to the left,  improve=0.4364548, (0 missing)
      c10 < 4611.129 to the left,  improve=0.4364548, (0 missing)
  Surrogate splits:
      c8  < 4087.48  to the right, agree=0.962, adj=0.5, (0 split)
      c10 < 4629.827 to the right, agree=0.962, adj=0.5, (0 split)

Node number 1532: 3 observations,    complexity param=0.0001418138
  predicted class=closed  expected loss=0.3333333  P(node) =0.0002866699
    class counts:     2     1
   probabilities: 0.667 0.333 
  left son=3064 (2 obs) right son=3065 (1 obs)
  Primary splits:
      c1 < 4383.76  to the right, improve=1.333333, (0 missing)
      c2 < 4289.959 to the right, improve=1.333333, (0 missing)
      c4 < 4611.564 to the right, improve=1.333333, (0 missing)
      c5 < 4141.251 to the right, improve=1.333333, (0 missing)
      c6 < 4330.831 to the right, improve=1.333333, (0 missing)

Node number 1533: 6 observations
  predicted class=open    expected loss=0  P(node) =0.0005733397
    class counts:     0     6
   probabilities: 0.000 1.000 

Node number 1534: 37 observations,    complexity param=0.0001063603
  predicted class=open    expected loss=0.05405405  P(node) =0.003535595
    class counts:     2    35
   probabilities: 0.054 0.946 
  left son=3068 (1 obs) right son=3069 (36 obs)
  Primary splits:
      c2  < 4311.579 to the left,  improve=1.8393390, (0 missing)
      c4  < 4628.75  to the right, improve=1.8393390, (0 missing)
      c13 < 4307.378 to the left,  improve=0.9266409, (0 missing)
      c16 < 4468.061 to the left,  improve=0.9266409, (0 missing)
      c5  < 4162.145 to the left,  improve=0.7837838, (0 missing)

Node number 1535: 91 observations
  predicted class=open    expected loss=0  P(node) =0.008695652
    class counts:     0    91
   probabilities: 0.000 1.000 

Node number 1536: 216 observations,    complexity param=0.0001215547
  predicted class=closed  expected loss=0.02777778  P(node) =0.02064023
    class counts:   210     6
   probabilities: 0.972 0.028 
  left son=3072 (214 obs) right son=3073 (2 obs)
  Primary splits:
      c16 < 4323.836 to the right, improve=0.9003115, (0 missing)
      c7  < 4232.3   to the left,  improve=0.3446091, (0 missing)
      c10 < 4608.149 to the left,  improve=0.2873563, (0 missing)
      c13 < 4274.262 to the right, improve=0.2783846, (0 missing)
      c6  < 4319.252 to the right, improve=0.2727273, (0 missing)

Node number 1537: 2 observations,    complexity param=0.0001215547
  predicted class=closed  expected loss=0.5  P(node) =0.0001911132
    class counts:     1     1
   probabilities: 0.500 0.500 
  left son=3074 (1 obs) right son=3075 (1 obs)
  Primary splits:
      c1 < 4290.329 to the left,  improve=1, (0 missing)
      c2 < 4265.085 to the left,  improve=1, (0 missing)
      c3 < 4002.087 to the left,  improve=1, (0 missing)
      c4 < 4607.801 to the right, improve=1, (0 missing)
      c5 < 4111.655 to the right, improve=1, (0 missing)

Node number 1538: 8 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.125  P(node) =0.0007644529
    class counts:     7     1
   probabilities: 0.875 0.125 
  left son=3076 (7 obs) right son=3077 (1 obs)
  Primary splits:
      c5  < 4101.992 to the right, improve=1.7500000, (0 missing)
      c7  < 4234.879 to the left,  improve=1.7500000, (0 missing)
      c15 < 4602.095 to the left,  improve=1.7500000, (0 missing)
      c1  < 4279.259 to the left,  improve=0.4166667, (0 missing)
      c8  < 4048.442 to the left,  improve=0.4166667, (0 missing)

Node number 1539: 2 observations
  predicted class=open    expected loss=0  P(node) =0.0001911132
    class counts:     0     2
   probabilities: 0.000 1.000 

Node number 1546: 5 observations
  predicted class=closed  expected loss=0  P(node) =0.0004777831
    class counts:     5     0
   probabilities: 1.000 0.000 

Node number 1547: 2 observations
  predicted class=open    expected loss=0  P(node) =0.0001911132
    class counts:     0     2
   probabilities: 0.000 1.000 

Node number 1548: 25 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.04  P(node) =0.002388915
    class counts:    24     1
   probabilities: 0.960 0.040 
  left son=3096 (24 obs) right son=3097 (1 obs)
  Primary splits:
      c8  < 4033.861 to the right, improve=1.9200000, (0 missing)
      c16 < 4344.339 to the right, improve=0.9200000, (0 missing)
      c3  < 3989.661 to the right, improve=0.2533333, (0 missing)
      c12 < 4256.768 to the left,  improve=0.2533333, (0 missing)
      c4  < 4601.407 to the left,  improve=0.2057143, (0 missing)

Node number 1549: 60 observations,    complexity param=0.0003722612
  predicted class=closed  expected loss=0.3333333  P(node) =0.005733397
    class counts:    40    20
   probabilities: 0.667 0.333 
  left son=3098 (48 obs) right son=3099 (12 obs)
  Primary splits:
      c11 < 4186.866 to the right, improve=5.208333, (0 missing)
      c3  < 3979.501 to the right, improve=4.848485, (0 missing)
      c4  < 4593.636 to the right, improve=3.333333, (0 missing)
      c2  < 4262.568 to the left,  improve=1.800595, (0 missing)
      c10 < 4618.982 to the right, improve=1.761006, (0 missing)
  Surrogate splits:
      c7  < 4218.153 to the right, agree=0.850, adj=0.250, (0 split)
      c9  < 4175.665 to the right, agree=0.833, adj=0.167, (0 split)
      c12 < 4217.413 to the right, agree=0.833, adj=0.167, (0 split)
      c15 < 4579.652 to the right, agree=0.833, adj=0.167, (0 split)
      c5  < 4124.016 to the left,  agree=0.817, adj=0.083, (0 split)

Node number 1550: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 1551: 6 observations
  predicted class=open    expected loss=0  P(node) =0.0005733397
    class counts:     0     6
   probabilities: 0.000 1.000 

Node number 1570: 7 observations
  predicted class=closed  expected loss=0  P(node) =0.0006688963
    class counts:     7     0
   probabilities: 1.000 0.000 

Node number 1571: 3 observations,    complexity param=0.0001418138
  predicted class=open    expected loss=0.3333333  P(node) =0.0002866699
    class counts:     1     2
   probabilities: 0.333 0.667 
  left son=3142 (1 obs) right son=3143 (2 obs)
  Primary splits:
      c2 < 4271.371 to the right, improve=1.333333, (0 missing)
      c3 < 4003.906 to the left,  improve=1.333333, (0 missing)
      c4 < 4611.708 to the right, improve=1.333333, (0 missing)
      c5 < 4122.634 to the right, improve=1.333333, (0 missing)
      c6 < 4334.722 to the left,  improve=1.333333, (0 missing)

Node number 1572: 31 observations,    complexity param=0.0001063603
  predicted class=closed  expected loss=0.03225806  P(node) =0.002962255
    class counts:    30     1
   probabilities: 0.968 0.032 
  left son=3144 (29 obs) right son=3145 (2 obs)
  Primary splits:
      c13 < 4265.455 to the right, improve=0.9354839, (0 missing)
      c16 < 4339.265 to the right, improve=0.9354839, (0 missing)
      c3  < 4021.232 to the left,  improve=0.4354839, (0 missing)
      c4  < 4609.741 to the right, improve=0.2688172, (0 missing)
      c1  < 4299.566 to the left,  improve=0.2211982, (0 missing)

Node number 1573: 3 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.3333333  P(node) =0.0002866699
    class counts:     1     2
   probabilities: 0.333 0.667 
  left son=3146 (1 obs) right son=3147 (2 obs)
  Primary splits:
      c1 < 4313.503 to the right, improve=1.333333, (0 missing)
      c2 < 4261.976 to the left,  improve=1.333333, (0 missing)
      c3 < 4014.089 to the right, improve=1.333333, (0 missing)
      c4 < 4613.158 to the right, improve=1.333333, (0 missing)
      c7 < 4238.804 to the right, improve=1.333333, (0 missing)

Node number 1574: 26 observations,    complexity param=0.0004254414
  predicted class=closed  expected loss=0.2692308  P(node) =0.002484472
    class counts:    19     7
   probabilities: 0.731 0.269 
  left son=3148 (18 obs) right son=3149 (8 obs)
  Primary splits:
      c9 < 4198.52  to the left,  improve=2.925214, (0 missing)
      c5 < 4109.2   to the right, improve=2.909557, (0 missing)
      c2 < 4254.8   to the right, improve=1.230769, (0 missing)
      c3 < 4007.113 to the right, improve=1.212587, (0 missing)
      c1 < 4276.672 to the left,  improve=1.130769, (0 missing)
  Surrogate splits:
      c2  < 4243.15  to the right, agree=0.769, adj=0.250, (0 split)
      c5  < 4096.765 to the right, agree=0.769, adj=0.250, (0 split)
      c10 < 4627.646 to the left,  agree=0.769, adj=0.250, (0 split)
      c4  < 4609.157 to the right, agree=0.731, adj=0.125, (0 split)
      c11 < 4198.708 to the left,  agree=0.731, adj=0.125, (0 split)

Node number 1575: 10 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.2  P(node) =0.0009555662
    class counts:     2     8
   probabilities: 0.200 0.800 
  left son=3150 (1 obs) right son=3151 (9 obs)
  Primary splits:
      c3  < 4002.423 to the left,  improve=1.422222, (0 missing)
      c5  < 4142.816 to the right, improve=1.422222, (0 missing)
      c7  < 4206.338 to the left,  improve=1.422222, (0 missing)
      c9  < 4172.042 to the left,  improve=1.422222, (0 missing)
      c10 < 4599.013 to the left,  improve=1.422222, (0 missing)

Node number 1576: 46 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.1304348  P(node) =0.004395604
    class counts:    40     6
   probabilities: 0.870 0.130 
  left son=3152 (20 obs) right son=3153 (26 obs)
  Primary splits:
      c8  < 4051.119 to the right, improve=1.2040130, (0 missing)
      c3  < 3970.939 to the right, improve=1.1584670, (0 missing)
      c15 < 4589.987 to the left,  improve=1.1404360, (0 missing)
      c6  < 4337.728 to the left,  improve=0.9704969, (0 missing)
      c7  < 4220.915 to the left,  improve=0.8347826, (0 missing)
  Surrogate splits:
      c6  < 4325.138 to the left,  agree=0.717, adj=0.35, (0 split)
      c5  < 4103.806 to the left,  agree=0.674, adj=0.25, (0 split)
      c4  < 4609.125 to the left,  agree=0.652, adj=0.20, (0 split)
      c2  < 4237.924 to the left,  agree=0.630, adj=0.15, (0 split)
      c12 < 4234.166 to the left,  agree=0.630, adj=0.15, (0 split)

Node number 1577: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 1578: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 1579: 6 observations
  predicted class=open    expected loss=0  P(node) =0.0005733397
    class counts:     0     6
   probabilities: 0.000 1.000 

Node number 1580: 7 observations
  predicted class=closed  expected loss=0  P(node) =0.0006688963
    class counts:     7     0
   probabilities: 1.000 0.000 

Node number 1581: 3 observations
  predicted class=open    expected loss=0  P(node) =0.0002866699
    class counts:     0     3
   probabilities: 0.000 1.000 

Node number 1582: 3 observations
  predicted class=closed  expected loss=0  P(node) =0.0002866699
    class counts:     3     0
   probabilities: 1.000 0.000 

Node number 1583: 17 observations,    complexity param=0.0001063603
  predicted class=open    expected loss=0.05882353  P(node) =0.001624462
    class counts:     1    16
   probabilities: 0.059 0.941 
  left son=3166 (2 obs) right son=3167 (15 obs)
  Primary splits:
      c8  < 4040.379 to the left,  improve=0.8823529, (0 missing)
      c15 < 4618.725 to the right, improve=0.8823529, (0 missing)
      c3  < 3995.222 to the right, improve=0.5490196, (0 missing)
      c1  < 4286.589 to the right, improve=0.3823529, (0 missing)
      c2  < 4254.753 to the left,  improve=0.3823529, (0 missing)

Node number 1600: 67 observations,    complexity param=0.0001063603
  predicted class=closed  expected loss=0.01492537  P(node) =0.006402293
    class counts:    66     1
   probabilities: 0.985 0.015 
  left son=3200 (63 obs) right son=3201 (4 obs)
  Primary splits:
      c15 < 4582.9   to the right, improve=0.4701493, (0 missing)
      c7  < 4214.996 to the right, improve=0.3034826, (0 missing)
      c2  < 4247.918 to the right, improve=0.2558635, (0 missing)
      c8  < 4044.184 to the left,  improve=0.2558635, (0 missing)
      c1  < 4295.577 to the left,  improve=0.1034826, (0 missing)

Node number 1601: 2 observations,    complexity param=0.0001063603
  predicted class=closed  expected loss=0.5  P(node) =0.0001911132
    class counts:     1     1
   probabilities: 0.500 0.500 
  left son=3202 (1 obs) right son=3203 (1 obs)
  Primary splits:
      c1 < 4304.125 to the right, improve=1, (0 missing)
      c2 < 4267.4   to the right, improve=1, (0 missing)
      c3 < 4006.955 to the right, improve=1, (0 missing)
      c4 < 4619.8   to the left,  improve=1, (0 missing)
      c5 < 4120.577 to the right, improve=1, (0 missing)

Node number 1608: 99 observations,    complexity param=0.0004786216
  predicted class=closed  expected loss=0.2121212  P(node) =0.009460105
    class counts:    78    21
   probabilities: 0.788 0.212 
  left son=3216 (26 obs) right son=3217 (73 obs)
  Primary splits:
      c10 < 4599.751 to the left,  improve=2.126736, (0 missing)
      c9  < 4183.776 to the left,  improve=1.717415, (0 missing)
      c15 < 4619.655 to the right, improve=1.590909, (0 missing)
      c13 < 4282.795 to the left,  improve=1.584526, (0 missing)
      c7  < 4240.045 to the right, improve=1.346723, (0 missing)
  Surrogate splits:
      c9  < 4177.789 to the left,  agree=0.818, adj=0.308, (0 split)
      c1  < 4276.805 to the left,  agree=0.808, adj=0.269, (0 split)
      c16 < 4333.27  to the left,  agree=0.808, adj=0.269, (0 split)
      c3  < 4032.51  to the right, agree=0.778, adj=0.154, (0 split)
      c7  < 4218.284 to the left,  agree=0.768, adj=0.115, (0 split)

Node number 1609: 2 observations
  predicted class=open    expected loss=0  P(node) =0.0001911132
    class counts:     0     2
   probabilities: 0.000 1.000 

Node number 1610: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 1611: 5 observations
  predicted class=open    expected loss=0  P(node) =0.0004777831
    class counts:     0     5
   probabilities: 0.000 1.000 

Node number 1612: 13 observations,    complexity param=0.0004254414
  predicted class=closed  expected loss=0.2307692  P(node) =0.001242236
    class counts:    10     3
   probabilities: 0.769 0.231 
  left son=3224 (9 obs) right son=3225 (4 obs)
  Primary splits:
      c13 < 4270.96  to the right, improve=3.115385, (0 missing)
      c6  < 4335.774 to the right, improve=1.482051, (0 missing)
      c9  < 4187.727 to the right, improve=1.482051, (0 missing)
      c4  < 4613.966 to the right, improve=1.282051, (0 missing)
      c10 < 4591.637 to the right, improve=1.282051, (0 missing)
  Surrogate splits:
      c9  < 4187.727 to the right, agree=0.923, adj=0.75, (0 split)
      c4  < 4614.277 to the right, agree=0.846, adj=0.50, (0 split)
      c7  < 4213.955 to the right, agree=0.846, adj=0.50, (0 split)
      c10 < 4596.865 to the right, agree=0.846, adj=0.50, (0 split)
      c15 < 4602.21  to the right, agree=0.846, adj=0.50, (0 split)

Node number 1613: 4 observations
  predicted class=open    expected loss=0  P(node) =0.0003822265
    class counts:     0     4
   probabilities: 0.000 1.000 

Node number 1656: 13 observations,    complexity param=0.0001063603
  predicted class=closed  expected loss=0.07692308  P(node) =0.001242236
    class counts:    12     1
   probabilities: 0.923 0.077 
  left son=3312 (11 obs) right son=3313 (2 obs)
  Primary splits:
      c3 < 3995.084 to the left,  improve=0.8461538, (0 missing)
      c9 < 4199.788 to the left,  improve=0.8461538, (0 missing)
      c8 < 4050.027 to the left,  improve=0.5128205, (0 missing)
      c5 < 4123.516 to the left,  improve=0.3461538, (0 missing)
      c6 < 4322.747 to the right, improve=0.3461538, (0 missing)

Node number 1657: 3 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.3333333  P(node) =0.0002866699
    class counts:     1     2
   probabilities: 0.333 0.667 
  left son=3314 (1 obs) right son=3315 (2 obs)
  Primary splits:
      c2 < 4256.83  to the left,  improve=1.333333, (0 missing)
      c3 < 3966.226 to the left,  improve=1.333333, (0 missing)
      c4 < 4623.187 to the right, improve=1.333333, (0 missing)
      c6 < 4327.457 to the right, improve=1.333333, (0 missing)
      c8 < 4050.381 to the right, improve=1.333333, (0 missing)

Node number 1658: 6 observations,    complexity param=0.0004254414
  predicted class=closed  expected loss=0.3333333  P(node) =0.0005733397
    class counts:     4     2
   probabilities: 0.667 0.333 
  left son=3316 (4 obs) right son=3317 (2 obs)
  Primary splits:
      c4 < 4617.834 to the right, improve=2.666667, (0 missing)
      c1 < 4280.541 to the left,  improve=1.333333, (0 missing)
      c2 < 4247.149 to the right, improve=1.333333, (0 missing)
      c3 < 3984.594 to the right, improve=1.333333, (0 missing)
      c5 < 4108.726 to the right, improve=1.333333, (0 missing)
  Surrogate splits:
      c1 < 4280.541 to the left,  agree=0.833, adj=0.5, (0 split)
      c2 < 4247.149 to the right, agree=0.833, adj=0.5, (0 split)
      c3 < 3984.594 to the right, agree=0.833, adj=0.5, (0 split)
      c5 < 4108.726 to the right, agree=0.833, adj=0.5, (0 split)
      c6 < 4340.002 to the left,  agree=0.833, adj=0.5, (0 split)

Node number 1659: 10 observations
  predicted class=open    expected loss=0  P(node) =0.0009555662
    class counts:     0    10
   probabilities: 0.000 1.000 

Node number 1660: 3 observations
  predicted class=closed  expected loss=0  P(node) =0.0002866699
    class counts:     3     0
   probabilities: 1.000 0.000 

Node number 1661: 56 observations,    complexity param=0.000319081
  predicted class=open    expected loss=0.2857143  P(node) =0.005351171
    class counts:    16    40
   probabilities: 0.286 0.714 
  left son=3322 (44 obs) right son=3323 (12 obs)
  Primary splits:
      c3  < 3983.029 to the right, improve=2.493506, (0 missing)
      c8  < 4053.638 to the right, improve=2.148810, (0 missing)
      c7  < 4230.004 to the right, improve=2.146032, (0 missing)
      c11 < 4207.873 to the left,  improve=2.146032, (0 missing)
      c6  < 4350.648 to the right, improve=2.116402, (0 missing)
  Surrogate splits:
      c4  < 4626.047 to the left,  agree=0.857, adj=0.333, (0 split)
      c10 < 4625.649 to the left,  agree=0.821, adj=0.167, (0 split)
      c7  < 4247.199 to the left,  agree=0.804, adj=0.083, (0 split)
      c9  < 4204.648 to the left,  agree=0.804, adj=0.083, (0 split)

Node number 1662: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 1663: 82 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.09756098  P(node) =0.007835643
    class counts:     8    74
   probabilities: 0.098 0.902 
  left son=3326 (1 obs) right son=3327 (81 obs)
  Primary splits:
      c15 < 4570.28  to the left,  improve=1.6489010, (0 missing)
      c8  < 4051.731 to the left,  improve=1.1624290, (0 missing)
      c9  < 4205.346 to the right, improve=1.0117520, (0 missing)
      c4  < 4620.632 to the left,  improve=0.9990244, (0 missing)
      c12 < 4236.211 to the left,  improve=0.9990244, (0 missing)

Node number 1728: 45 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.04444444  P(node) =0.004300048
    class counts:    43     2
   probabilities: 0.956 0.044 
  left son=3456 (41 obs) right son=3457 (4 obs)
  Primary splits:
      c2  < 4261.245 to the left,  improve=1.8222220, (0 missing)
      c12 < 4242.868 to the left,  improve=0.9650794, (0 missing)
      c8  < 4031.435 to the right, improve=0.8687339, (0 missing)
      c3  < 3989.512 to the right, improve=0.3710027, (0 missing)
      c5  < 4130.287 to the left,  improve=0.3710027, (0 missing)
  Surrogate splits:
      c8 < 4033.337 to the right, agree=0.933, adj=0.25, (0 split)

Node number 1729: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 1730: 5 observations
  predicted class=closed  expected loss=0  P(node) =0.0004777831
    class counts:     5     0
   probabilities: 1.000 0.000 

Node number 1731: 5 observations
  predicted class=open    expected loss=0  P(node) =0.0004777831
    class counts:     0     5
   probabilities: 0.000 1.000 

Node number 1736: 74 observations,    complexity param=0.001063603
  predicted class=closed  expected loss=0.3108108  P(node) =0.00707119
    class counts:    51    23
   probabilities: 0.689 0.311 
  left son=3472 (69 obs) right son=3473 (5 obs)
  Primary splits:
      c2  < 4269.949 to the left,  improve=5.094007, (0 missing)
      c5  < 4122.459 to the left,  improve=4.290004, (0 missing)
      c11 < 4167.898 to the right, improve=3.565448, (0 missing)
      c7  < 4210.739 to the left,  improve=2.802806, (0 missing)
      c16 < 4345.037 to the left,  improve=2.503872, (0 missing)
  Surrogate splits:
      c11 < 4150.569 to the right, agree=0.959, adj=0.4, (0 split)

Node number 1737: 20 observations,    complexity param=0.0006381621
  predicted class=open    expected loss=0.25  P(node) =0.001911132
    class counts:     5    15
   probabilities: 0.250 0.750 
  left son=3474 (7 obs) right son=3475 (13 obs)
  Primary splits:
      c15 < 4590.934 to the right, improve=4.642857, (0 missing)
      c3  < 4010.94  to the right, improve=4.033333, (0 missing)
      c4  < 4614.048 to the right, improve=3.055556, (0 missing)
      c8  < 4032.881 to the left,  improve=2.500000, (0 missing)
      c16 < 4324.763 to the left,  improve=2.225275, (0 missing)
  Surrogate splits:
      c3 < 4010.94  to the right, agree=0.80, adj=0.429, (0 split)
      c4 < 4614.048 to the right, agree=0.80, adj=0.429, (0 split)
      c8 < 4032.881 to the left,  agree=0.75, adj=0.286, (0 split)
      c1 < 4271.284 to the right, agree=0.70, adj=0.143, (0 split)
      c5 < 4101.385 to the left,  agree=0.70, adj=0.143, (0 split)

Node number 1738: 2 observations
  predicted class=closed  expected loss=0  P(node) =0.0001911132
    class counts:     2     0
   probabilities: 1.000 0.000 

Node number 1739: 15 observations,    complexity param=0.0001063603
  predicted class=open    expected loss=0.06666667  P(node) =0.001433349
    class counts:     1    14
   probabilities: 0.067 0.933 
  left son=3478 (3 obs) right son=3479 (12 obs)
  Primary splits:
      c1  < 4291.035 to the right, improve=0.5333333, (0 missing)
      c11 < 4177.086 to the left,  improve=0.5333333, (0 missing)
      c3  < 3998.922 to the right, improve=0.3666667, (0 missing)
      c5  < 4111.488 to the right, improve=0.3666667, (0 missing)
      c6  < 4334.87  to the left,  improve=0.2666667, (0 missing)
  Surrogate splits:
      c12 < 4242.753 to the right, agree=0.867, adj=0.333, (0 split)
      c16 < 4356.786 to the right, agree=0.867, adj=0.333, (0 split)

Node number 1740: 6 observations
  predicted class=closed  expected loss=0  P(node) =0.0005733397
    class counts:     6     0
   probabilities: 1.000 0.000 

Node number 1741: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 1742: 11 observations,    complexity param=0.0005318017
  predicted class=closed  expected loss=0.4545455  P(node) =0.001051123
    class counts:     6     5
   probabilities: 0.545 0.455 
  left son=3484 (5 obs) right son=3485 (6 obs)
  Primary splits:
      c1  < 4291.012 to the right, improve=3.787879, (0 missing)
      c12 < 4233.105 to the right, improve=2.597403, (0 missing)
      c6  < 4337.846 to the left,  improve=2.454545, (0 missing)
      c4  < 4599.347 to the right, improve=1.704545, (0 missing)
      c11 < 4176.789 to the left,  improve=1.704545, (0 missing)
  Surrogate splits:
      c2  < 4244.406 to the right, agree=0.818, adj=0.6, (0 split)
      c3  < 3997.456 to the right, agree=0.818, adj=0.6, (0 split)
      c4  < 4599.347 to the right, agree=0.818, adj=0.6, (0 split)
      c7  < 4221.707 to the left,  agree=0.818, adj=0.6, (0 split)
      c10 < 4602.76  to the left,  agree=0.818, adj=0.6, (0 split)

Node number 1743: 52 observations,    complexity param=0.000319081
  predicted class=open    expected loss=0.1346154  P(node) =0.004968944
    class counts:     7    45
   probabilities: 0.135 0.865 
  left son=3486 (6 obs) right son=3487 (46 obs)
  Primary splits:
      c10 < 4620.25  to the right, improve=1.811037, (0 missing)
      c1  < 4302.304 to the right, improve=1.527149, (0 missing)
      c7  < 4253.365 to the right, improve=1.527149, (0 missing)
      c11 < 4214.542 to the right, improve=1.527149, (0 missing)
      c9  < 4205.68  to the right, improve=1.397924, (0 missing)
  Surrogate splits:
      c7 < 4243.585 to the right, agree=0.942, adj=0.500, (0 split)
      c9 < 4210.518 to the right, agree=0.904, adj=0.167, (0 split)

Node number 1744: 11 observations
  predicted class=closed  expected loss=0  P(node) =0.001051123
    class counts:    11     0
   probabilities: 1.000 0.000 

Node number 1745: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 1750: 5 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.2  P(node) =0.0004777831
    class counts:     4     1
   probabilities: 0.800 0.200 
  left son=3500 (4 obs) right son=3501 (1 obs)
  Primary splits:
      c5  < 4082.165 to the right, improve=1.6, (0 missing)
      c7  < 4209.342 to the right, improve=1.6, (0 missing)
      c9  < 4179.725 to the right, improve=1.6, (0 missing)
      c10 < 4592.429 to the right, improve=1.6, (0 missing)
      c1  < 4260.819 to the left,  improve=0.6, (0 missing)

Node number 1751: 73 observations,    complexity param=0.0004254414
  predicted class=open    expected loss=0.2054795  P(node) =0.006975633
    class counts:    15    58
   probabilities: 0.205 0.795 
  left son=3502 (11 obs) right son=3503 (62 obs)
  Primary splits:
      c1  < 4280.604 to the right, improve=2.993974, (0 missing)
      c13 < 4261.329 to the right, improve=2.575846, (0 missing)
      c11 < 4191.605 to the left,  improve=2.168950, (0 missing)
      c4  < 4616.112 to the left,  improve=1.762573, (0 missing)
      c16 < 4323.998 to the left,  improve=1.428720, (0 missing)
  Surrogate splits:
      c3  < 3985.998 to the right, agree=0.890, adj=0.273, (0 split)
      c9  < 4201.457 to the right, agree=0.890, adj=0.273, (0 split)
      c12 < 4248.895 to the right, agree=0.877, adj=0.182, (0 split)
      c2  < 4259.353 to the right, agree=0.863, adj=0.091, (0 split)

Node number 1758: 35 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.2  P(node) =0.003344482
    class counts:     7    28
   probabilities: 0.200 0.800 
  left son=3516 (2 obs) right son=3517 (33 obs)
  Primary splits:
      c4  < 4596.381 to the left,  improve=2.715152, (0 missing)
      c1  < 4275.593 to the left,  improve=2.078788, (0 missing)
      c6  < 4333.81  to the right, improve=1.805263, (0 missing)
      c15 < 4577.605 to the left,  improve=1.429167, (0 missing)
      c16 < 4342.894 to the left,  improve=1.409790, (0 missing)

Node number 1759: 88 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.02272727  P(node) =0.008408982
    class counts:     2    86
   probabilities: 0.023 0.977 
  left son=3518 (1 obs) right son=3519 (87 obs)
  Primary splits:
      c3  < 3952.727 to the left,  improve=1.9320790, (0 missing)
      c8  < 4053.667 to the right, improve=0.9323467, (0 missing)
      c7  < 4206.289 to the left,  improve=0.5992870, (0 missing)
      c11 < 4178.508 to the left,  improve=0.5244755, (0 missing)
      c15 < 4594.329 to the right, improve=0.2900433, (0 missing)

Node number 1788: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 1789: 11 observations
  predicted class=open    expected loss=0  P(node) =0.001051123
    class counts:     0    11
   probabilities: 0.000 1.000 

Node number 1800: 29 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.03448276  P(node) =0.002771142
    class counts:    28     1
   probabilities: 0.966 0.034 
  left son=3600 (28 obs) right son=3601 (1 obs)
  Primary splits:
      c5  < 4144.136 to the left,  improve=1.9310340, (0 missing)
      c6  < 4357.237 to the left,  improve=1.9310340, (0 missing)
      c10 < 4629.569 to the left,  improve=1.9310340, (0 missing)
      c13 < 4301.038 to the left,  improve=1.9310340, (0 missing)
      c2  < 4275.438 to the left,  improve=0.5977011, (0 missing)

Node number 1801: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 1808: 47 observations
  predicted class=closed  expected loss=0  P(node) =0.004491161
    class counts:    47     0
   probabilities: 1.000 0.000 

Node number 1809: 7 observations,    complexity param=0.0001418138
  predicted class=closed  expected loss=0.2857143  P(node) =0.0006688963
    class counts:     5     2
   probabilities: 0.714 0.286 
  left son=3618 (4 obs) right son=3619 (3 obs)
  Primary splits:
      c7  < 4231.093 to the right, improve=1.523810, (0 missing)
      c15 < 4602.439 to the left,  improve=1.523810, (0 missing)
      c4  < 4608.515 to the right, improve=1.190476, (0 missing)
      c8  < 4090.657 to the left,  improve=1.190476, (0 missing)
      c11 < 4184.279 to the right, improve=1.190476, (0 missing)
  Surrogate splits:
      c1 < 4317.329 to the left,  agree=0.857, adj=0.667, (0 split)
      c8 < 4060.426 to the right, agree=0.857, adj=0.667, (0 split)
      c3 < 4014.35  to the right, agree=0.714, adj=0.333, (0 split)
      c5 < 4123.248 to the right, agree=0.714, adj=0.333, (0 split)
      c6 < 4340.541 to the right, agree=0.714, adj=0.333, (0 split)

Node number 1810: 7 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.1428571  P(node) =0.0006688963
    class counts:     6     1
   probabilities: 0.857 0.143 
  left son=3620 (6 obs) right son=3621 (1 obs)
  Primary splits:
      c7  < 4219.54  to the right, improve=1.714286, (0 missing)
      c10 < 4599.108 to the right, improve=1.714286, (0 missing)
      c11 < 4203.929 to the right, improve=1.714286, (0 missing)
      c12 < 4243.363 to the left,  improve=1.714286, (0 missing)
      c15 < 4612.303 to the right, improve=1.714286, (0 missing)

Node number 1811: 3 observations
  predicted class=open    expected loss=0  P(node) =0.0002866699
    class counts:     0     3
   probabilities: 0.000 1.000 

Node number 1812: 24 observations,    complexity param=0.0004254414
  predicted class=closed  expected loss=0.25  P(node) =0.002293359
    class counts:    18     6
   probabilities: 0.750 0.250 
  left son=3624 (22 obs) right son=3625 (2 obs)
  Primary splits:
      c4  < 4620.262 to the left,  improve=2.454545, (0 missing)
      c11 < 4158.846 to the right, improve=2.454545, (0 missing)
      c12 < 4203.742 to the right, improve=2.454545, (0 missing)
      c7  < 4219.072 to the left,  improve=1.500000, (0 missing)
      c16 < 4358.82  to the right, improve=1.500000, (0 missing)

Node number 1813: 4 observations
  predicted class=open    expected loss=0  P(node) =0.0003822265
    class counts:     0     4
   probabilities: 0.000 1.000 

Node number 1816: 478 observations,    complexity param=0.004169326
  predicted class=closed  expected loss=0.3912134  P(node) =0.04567606
    class counts:   291   187
   probabilities: 0.609 0.391 
  left son=3632 (419 obs) right son=3633 (59 obs)
  Primary splits:
      c3  < 4005.82  to the left,  improve=11.069070, (0 missing)
      c2  < 4252.655 to the left,  improve= 9.017020, (0 missing)
      c8  < 4063.582 to the left,  improve= 8.706681, (0 missing)
      c9  < 4191.732 to the left,  improve= 7.590228, (0 missing)
      c10 < 4595.5   to the left,  improve= 7.143236, (0 missing)

Node number 1817: 556 observations,    complexity param=0.003935333
  predicted class=open    expected loss=0.3992806  P(node) =0.05312948
    class counts:   222   334
   probabilities: 0.399 0.601 
  left son=3634 (223 obs) right son=3635 (333 obs)
  Primary splits:
      c8  < 4065.008 to the left,  improve=10.092050, (0 missing)
      c11 < 4189.099 to the left,  improve= 8.432638, (0 missing)
      c7  < 4232.536 to the right, improve= 7.884747, (0 missing)
      c16 < 4343.704 to the right, improve= 7.862609, (0 missing)
      c1  < 4284.035 to the right, improve= 6.415324, (0 missing)
  Surrogate splits:
      c15 < 4580.558 to the left,  agree=0.626, adj=0.067, (0 split)
      c7  < 4203.415 to the left,  agree=0.612, adj=0.031, (0 split)
      c9  < 4170.866 to the left,  agree=0.610, adj=0.027, (0 split)
      c12 < 4215.706 to the left,  agree=0.610, adj=0.027, (0 split)
      c13 < 4261.469 to the left,  agree=0.610, adj=0.027, (0 split)

Node number 1818: 83 observations,    complexity param=0.002127207
  predicted class=closed  expected loss=0.3855422  P(node) =0.007931199
    class counts:    51    32
   probabilities: 0.614 0.386 
  left son=3636 (59 obs) right son=3637 (24 obs)
  Primary splits:
      c6  < 4331.881 to the right, improve=7.035753, (0 missing)
      c13 < 4273.471 to the left,  improve=6.027682, (0 missing)
      c12 < 4238.055 to the left,  improve=5.450807, (0 missing)
      c5  < 4123.934 to the right, improve=5.197134, (0 missing)
      c8  < 4088.267 to the left,  improve=4.977249, (0 missing)
  Surrogate splits:
      c16 < 4339.499 to the right, agree=0.747, adj=0.125, (0 split)
      c4  < 4616.294 to the right, agree=0.735, adj=0.083, (0 split)
      c10 < 4603.686 to the right, agree=0.735, adj=0.083, (0 split)
      c11 < 4173.147 to the right, agree=0.735, adj=0.083, (0 split)
      c1  < 4272.289 to the right, agree=0.723, adj=0.042, (0 split)

Node number 1819: 877 observations,    complexity param=0.001914486
  predicted class=open    expected loss=0.3261117  P(node) =0.08380315
    class counts:   286   591
   probabilities: 0.326 0.674 
  left son=3638 (355 obs) right son=3639 (522 obs)
  Primary splits:
      c1  < 4290.113 to the right, improve=13.833970, (0 missing)
      c15 < 4599.97  to the left,  improve=10.407310, (0 missing)
      c11 < 4195.521 to the left,  improve= 7.812132, (0 missing)
      c6  < 4327.709 to the right, improve= 7.066644, (0 missing)
      c3  < 3994.498 to the right, improve= 6.351832, (0 missing)
  Surrogate splits:
      c16 < 4353.133 to the right, agree=0.688, adj=0.228, (0 split)
      c13 < 4282.043 to the right, agree=0.662, adj=0.166, (0 split)
      c7  < 4238.885 to the right, agree=0.644, adj=0.121, (0 split)
      c5  < 4123.665 to the right, agree=0.642, adj=0.115, (0 split)
      c2  < 4263.657 to the right, agree=0.636, adj=0.101, (0 split)

Node number 1820: 13 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.07692308  P(node) =0.001242236
    class counts:    12     1
   probabilities: 0.923 0.077 
  left son=3640 (12 obs) right son=3641 (1 obs)
  Primary splits:
      c2  < 4248.647 to the right, improve=1.8461540, (0 missing)
      c4  < 4600.895 to the right, improve=1.8461540, (0 missing)
      c8  < 4091.184 to the left,  improve=0.8461538, (0 missing)
      c1  < 4306.467 to the left,  improve=0.5128205, (0 missing)
      c11 < 4207.282 to the left,  improve=0.5128205, (0 missing)

Node number 1821: 48 observations,    complexity param=0.0008508828
  predicted class=open    expected loss=0.2708333  P(node) =0.004586718
    class counts:    13    35
   probabilities: 0.271 0.729 
  left son=3642 (10 obs) right son=3643 (38 obs)
  Primary splits:
      c10 < 4604.35  to the left,  improve=4.653070, (0 missing)
      c3  < 4030.493 to the left,  improve=4.266026, (0 missing)
      c7  < 4249.192 to the right, improve=3.402778, (0 missing)
      c5  < 4140.962 to the right, improve=3.223142, (0 missing)
      c11 < 4202.414 to the left,  improve=2.373986, (0 missing)
  Surrogate splits:
      c7 < 4231.266 to the left,  agree=0.833, adj=0.2, (0 split)
      c1 < 4304.139 to the right, agree=0.812, adj=0.1, (0 split)
      c5 < 4140.962 to the right, agree=0.812, adj=0.1, (0 split)

Node number 1822: 27 observations,    complexity param=0.0005318017
  predicted class=open    expected loss=0.3703704  P(node) =0.002580029
    class counts:    10    17
   probabilities: 0.370 0.630 
  left son=3644 (5 obs) right son=3645 (22 obs)
  Primary splits:
      c13 < 4262.257 to the left,  improve=4.865320, (0 missing)
      c9  < 4189.648 to the left,  improve=4.728956, (0 missing)
      c5  < 4142.074 to the right, improve=2.675926, (0 missing)
      c8  < 4061.007 to the left,  improve=2.675926, (0 missing)
      c10 < 4600.401 to the left,  improve=2.370370, (0 missing)
  Surrogate splits:
      c6 < 4351.751 to the right, agree=0.852, adj=0.2, (0 split)
      c7 < 4226.367 to the right, agree=0.852, adj=0.2, (0 split)

Node number 1823: 158 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.05063291  P(node) =0.01509795
    class counts:     8   150
   probabilities: 0.051 0.949 
  left son=3646 (1 obs) right son=3647 (157 obs)
  Primary splits:
      c5  < 4159.058 to the right, improve=1.8140770, (0 missing)
      c13 < 4242.755 to the left,  improve=1.8140770, (0 missing)
      c4  < 4621.114 to the right, improve=1.3720370, (0 missing)
      c1  < 4306.44  to the right, improve=1.0323390, (0 missing)
      c8  < 4078.168 to the right, improve=0.9731246, (0 missing)

Node number 1868: 5 observations
  predicted class=closed  expected loss=0  P(node) =0.0004777831
    class counts:     5     0
   probabilities: 1.000 0.000 

Node number 1869: 2 observations
  predicted class=open    expected loss=0  P(node) =0.0001911132
    class counts:     0     2
   probabilities: 0.000 1.000 

Node number 1886: 3 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.3333333  P(node) =0.0002866699
    class counts:     2     1
   probabilities: 0.667 0.333 
  left son=3772 (2 obs) right son=3773 (1 obs)
  Primary splits:
      c2 < 4219.704 to the left,  improve=1.333333, (0 missing)
      c5 < 4095.426 to the right, improve=1.333333, (0 missing)
      c6 < 4328.507 to the right, improve=1.333333, (0 missing)
      c7 < 4205.006 to the right, improve=1.333333, (0 missing)
      c8 < 4076.731 to the right, improve=1.333333, (0 missing)

Node number 1887: 44 observations,    complexity param=0.0001418138
  predicted class=open    expected loss=0.04545455  P(node) =0.004204491
    class counts:     2    42
   probabilities: 0.045 0.955 
  left son=3774 (7 obs) right son=3775 (37 obs)
  Primary splits:
      c16 < 4330.731 to the right, improve=0.9610390, (0 missing)
      c15 < 4590.337 to the right, improve=0.8658009, (0 missing)
      c1  < 4276.674 to the right, improve=0.5336290, (0 missing)
      c5  < 4106.906 to the right, improve=0.4335664, (0 missing)
      c4  < 4603.456 to the left,  improve=0.3681818, (0 missing)
  Surrogate splits:
      c1 < 4276.052 to the right, agree=0.932, adj=0.571, (0 split)
      c3 < 3973.693 to the right, agree=0.886, adj=0.286, (0 split)
      c4 < 4605.47  to the left,  agree=0.864, adj=0.143, (0 split)

Node number 1888: 22 observations
  predicted class=closed  expected loss=0  P(node) =0.002102246
    class counts:    22     0
   probabilities: 1.000 0.000 

Node number 1889: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 1890: 6 observations
  predicted class=closed  expected loss=0  P(node) =0.0005733397
    class counts:     6     0
   probabilities: 1.000 0.000 

Node number 1891: 9 observations,    complexity param=0.0004254414
  predicted class=open    expected loss=0.2222222  P(node) =0.0008600096
    class counts:     2     7
   probabilities: 0.222 0.778 
  left son=3782 (2 obs) right son=3783 (7 obs)
  Primary splits:
      c3  < 4018.634 to the right, improve=3.111111, (0 missing)
      c10 < 4606.167 to the right, improve=1.777778, (0 missing)
      c4  < 4620.299 to the right, improve=1.361111, (0 missing)
      c5  < 4103.352 to the left,  improve=1.361111, (0 missing)
      c7  < 4217.121 to the right, improve=1.361111, (0 missing)
  Surrogate splits:
      c10 < 4606.167 to the right, agree=0.889, adj=0.5, (0 split)

Node number 1892: 6 observations
  predicted class=closed  expected loss=0  P(node) =0.0005733397
    class counts:     6     0
   probabilities: 1.000 0.000 

Node number 1893: 6 observations,    complexity param=0.0004254414
  predicted class=open    expected loss=0.3333333  P(node) =0.0005733397
    class counts:     2     4
   probabilities: 0.333 0.667 
  left son=3786 (2 obs) right son=3787 (4 obs)
  Primary splits:
      c10 < 4610.263 to the right, improve=2.666667, (0 missing)
      c1  < 4232.047 to the left,  improve=1.066667, (0 missing)
      c2  < 4236.162 to the left,  improve=1.066667, (0 missing)
      c3  < 3996.9   to the left,  improve=1.066667, (0 missing)
      c4  < 4619.736 to the right, improve=1.066667, (0 missing)

Node number 1894: 2 observations,    complexity param=0.0001063603
  predicted class=closed  expected loss=0.5  P(node) =0.0001911132
    class counts:     1     1
   probabilities: 0.500 0.500 
  left son=3788 (1 obs) right son=3789 (1 obs)
  Primary splits:
      c1 < 4224.396 to the left,  improve=1, (0 missing)
      c2 < 4211.277 to the right, improve=1, (0 missing)
      c3 < 3990.915 to the right, improve=1, (0 missing)
      c4 < 4607.997 to the right, improve=1, (0 missing)
      c5 < 4095.009 to the right, improve=1, (0 missing)

Node number 1895: 13 observations
  predicted class=open    expected loss=0  P(node) =0.001242236
    class counts:     0    13
   probabilities: 0.000 1.000 

Node number 1904: 14 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.07142857  P(node) =0.001337793
    class counts:    13     1
   probabilities: 0.929 0.071 
  left son=3808 (13 obs) right son=3809 (1 obs)
  Primary splits:
      c5  < 4134.376 to the right, improve=1.8571430, (0 missing)
      c10 < 4611.659 to the left,  improve=1.8571430, (0 missing)
      c13 < 4275.643 to the left,  improve=1.8571430, (0 missing)
      c2  < 4265.161 to the left,  improve=0.8571429, (0 missing)
      c7  < 4221.392 to the left,  improve=0.8571429, (0 missing)

Node number 1905: 3 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.3333333  P(node) =0.0002866699
    class counts:     1     2
   probabilities: 0.333 0.667 
  left son=3810 (1 obs) right son=3811 (2 obs)
  Primary splits:
      c3 < 4023.203 to the right, improve=1.333333, (0 missing)
      c4 < 4620.078 to the right, improve=1.333333, (0 missing)
      c5 < 4135.878 to the left,  improve=1.333333, (0 missing)
      c7 < 4214.357 to the right, improve=1.333333, (0 missing)
      c8 < 4109.223 to the right, improve=1.333333, (0 missing)

Node number 1910: 2 observations,    complexity param=0.0001063603
  predicted class=closed  expected loss=0.5  P(node) =0.0001911132
    class counts:     1     1
   probabilities: 0.500 0.500 
  left son=3820 (1 obs) right son=3821 (1 obs)
  Primary splits:
      c1 < 4290.752 to the left,  improve=1, (0 missing)
      c2 < 4250.603 to the right, improve=1, (0 missing)
      c3 < 4012.858 to the left,  improve=1, (0 missing)
      c4 < 4608.538 to the left,  improve=1, (0 missing)
      c5 < 4133.73  to the right, improve=1, (0 missing)

Node number 1911: 13 observations
  predicted class=open    expected loss=0  P(node) =0.001242236
    class counts:     0    13
   probabilities: 0.000 1.000 

Node number 1912: 8 observations
  predicted class=closed  expected loss=0  P(node) =0.0007644529
    class counts:     8     0
   probabilities: 1.000 0.000 

Node number 1913: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 1916: 21 observations,    complexity param=0.000709069
  predicted class=closed  expected loss=0.3809524  P(node) =0.002006689
    class counts:    13     8
   probabilities: 0.619 0.381 
  left son=3832 (16 obs) right son=3833 (5 obs)
  Primary splits:
      c2  < 4250.11  to the left,  improve=5.029762, (0 missing)
      c3  < 3991.538 to the left,  improve=3.047619, (0 missing)
      c1  < 4272.935 to the left,  improve=3.013853, (0 missing)
      c13 < 4263.975 to the left,  improve=2.333333, (0 missing)
      c10 < 4587.087 to the left,  improve=1.904762, (0 missing)

Node number 1917: 32 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.0625  P(node) =0.003057812
    class counts:     2    30
   probabilities: 0.062 0.937 
  left son=3834 (3 obs) right son=3835 (29 obs)
  Primary splits:
      c4  < 4599.593 to the left,  improve=2.4166670, (0 missing)
      c1  < 4283.728 to the right, improve=1.8145160, (0 missing)
      c6  < 4320.38  to the left,  improve=1.8145160, (0 missing)
      c12 < 4289.593 to the right, improve=1.8145160, (0 missing)
      c16 < 4322.925 to the right, improve=0.8928571, (0 missing)

Node number 1918: 10 observations,    complexity param=0.000319081
  predicted class=open    expected loss=0.4  P(node) =0.0009555662
    class counts:     4     6
   probabilities: 0.400 0.600 
  left son=3836 (3 obs) right son=3837 (7 obs)
  Primary splits:
      c5  < 4109.923 to the left,  improve=3.085714, (0 missing)
      c9  < 4195.875 to the right, improve=3.085714, (0 missing)
      c11 < 4192.664 to the right, improve=3.085714, (0 missing)
      c16 < 4328.786 to the right, improve=3.085714, (0 missing)
      c1  < 4266.071 to the right, improve=2.133333, (0 missing)
  Surrogate splits:
      c9  < 4195.875 to the right, agree=1.0, adj=1.000, (0 split)
      c11 < 4192.664 to the right, agree=1.0, adj=1.000, (0 split)
      c7  < 4221.4   to the right, agree=0.9, adj=0.667, (0 split)
      c6  < 4315.7   to the left,  agree=0.8, adj=0.333, (0 split)
      c8  < 4059.563 to the left,  agree=0.8, adj=0.333, (0 split)

Node number 1919: 388 observations,    complexity param=0.000319081
  predicted class=open    expected loss=0.06185567  P(node) =0.03707597
    class counts:    24   364
   probabilities: 0.062 0.938 
  left son=3838 (1 obs) right son=3839 (387 obs)
  Primary splits:
      c1  < 4296.227 to the right, improve=1.764778, (0 missing)
      c3  < 4050.597 to the right, improve=1.764778, (0 missing)
      c16 < 4281.684 to the left,  improve=1.625800, (0 missing)
      c12 < 4230.309 to the left,  improve=1.494039, (0 missing)
      c10 < 4615.71  to the right, improve=1.145532, (0 missing)

Node number 1984: 21 observations
  predicted class=closed  expected loss=0  P(node) =0.002006689
    class counts:    21     0
   probabilities: 1.000 0.000 

Node number 1985: 3 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.3333333  P(node) =0.0002866699
    class counts:     1     2
   probabilities: 0.333 0.667 
  left son=3970 (1 obs) right son=3971 (2 obs)
  Primary splits:
      c1 < 4302.04  to the right, improve=1.333333, (0 missing)
      c2 < 4263.205 to the right, improve=1.333333, (0 missing)
      c4 < 4630.291 to the left,  improve=1.333333, (0 missing)
      c6 < 4347.099 to the left,  improve=1.333333, (0 missing)
      c7 < 4233.107 to the right, improve=1.333333, (0 missing)

Node number 1986: 41 observations,    complexity param=0.0006381621
  predicted class=closed  expected loss=0.3170732  P(node) =0.003917821
    class counts:    28    13
   probabilities: 0.683 0.317 
  left son=3972 (38 obs) right son=3973 (3 obs)
  Primary splits:
      c6  < 4329.657 to the right, improve=3.019255, (0 missing)
      c8  < 4095.692 to the left,  improve=2.147402, (0 missing)
      c1  < 4244.563 to the right, improve=1.961226, (0 missing)
      c2  < 4273.805 to the left,  improve=1.961226, (0 missing)
      c10 < 4646.639 to the left,  improve=1.961226, (0 missing)

Node number 1987: 34 observations,    complexity param=0.0006381621
  predicted class=open    expected loss=0.3235294  P(node) =0.003248925
    class counts:    11    23
   probabilities: 0.324 0.676 
  left son=3974 (15 obs) right son=3975 (19 obs)
  Primary splits:
      c2  < 4262.79  to the right, improve=4.103406, (0 missing)
      c1  < 4308.196 to the right, improve=2.661663, (0 missing)
      c5  < 4129.29  to the right, improve=2.503565, (0 missing)
      c7  < 4212.527 to the left,  improve=1.944853, (0 missing)
      c15 < 4575.527 to the left,  improve=1.944853, (0 missing)
  Surrogate splits:
      c5  < 4129.29  to the right, agree=0.735, adj=0.400, (0 split)
      c4  < 4625.075 to the left,  agree=0.676, adj=0.267, (0 split)
      c15 < 4581.374 to the left,  agree=0.676, adj=0.267, (0 split)
      c3  < 4017.5   to the right, agree=0.647, adj=0.200, (0 split)
      c8  < 4092.227 to the left,  agree=0.647, adj=0.200, (0 split)

Node number 1988: 31 observations,    complexity param=0.000319081
  predicted class=closed  expected loss=0.09677419  P(node) =0.002962255
    class counts:    28     3
   probabilities: 0.903 0.097 
  left son=3976 (26 obs) right son=3977 (5 obs)
  Primary splits:
      c6  < 4355.095 to the left,  improve=3.019355, (0 missing)
      c10 < 4629.826 to the left,  improve=1.990783, (0 missing)
      c1  < 4314.996 to the left,  improve=1.686022, (0 missing)
      c8  < 4091.524 to the left,  improve=1.686022, (0 missing)
      c11 < 4224.079 to the left,  improve=1.686022, (0 missing)
  Surrogate splits:
      c1  < 4312.638 to the left,  agree=0.903, adj=0.4, (0 split)
      c3  < 3999.17  to the right, agree=0.903, adj=0.4, (0 split)
      c15 < 4633.688 to the left,  agree=0.903, adj=0.4, (0 split)
      c2  < 4278.653 to the left,  agree=0.871, adj=0.2, (0 split)
      c4  < 4632.637 to the left,  agree=0.871, adj=0.2, (0 split)

Node number 1989: 22 observations,    complexity param=0.001063603
  predicted class=open    expected loss=0.3181818  P(node) =0.002102246
    class counts:     7    15
   probabilities: 0.318 0.682 
  left son=3978 (9 obs) right son=3979 (13 obs)
  Primary splits:
      c15 < 4594.737 to the left,  improve=6.434343, (0 missing)
      c2  < 4275.041 to the right, improve=4.688312, (0 missing)
      c1  < 4317.512 to the right, improve=4.545455, (0 missing)
      c3  < 4020.589 to the right, improve=3.712121, (0 missing)
      c10 < 4615.805 to the left,  improve=3.699301, (0 missing)
  Surrogate splits:
      c10 < 4618.113 to the left,  agree=0.864, adj=0.667, (0 split)
      c11 < 4195.854 to the left,  agree=0.818, adj=0.556, (0 split)
      c1  < 4317.512 to the right, agree=0.773, adj=0.444, (0 split)
      c2  < 4275.041 to the right, agree=0.773, adj=0.444, (0 split)
      c3  < 4020.589 to the right, agree=0.773, adj=0.444, (0 split)

Node number 1990: 50 observations,    complexity param=0.001223144
  predicted class=open    expected loss=0.46  P(node) =0.004777831
    class counts:    23    27
   probabilities: 0.460 0.540 
  left son=3980 (28 obs) right son=3981 (22 obs)
  Primary splits:
      c13 < 4277.789 to the left,  improve=8.229610, (0 missing)
      c9  < 4196.875 to the left,  improve=6.585614, (0 missing)
      c10 < 4623.652 to the left,  improve=6.080260, (0 missing)
      c15 < 4598.682 to the left,  improve=4.070769, (0 missing)
      c7  < 4229.996 to the left,  improve=3.865974, (0 missing)
  Surrogate splits:
      c10 < 4633.437 to the left,  agree=0.78, adj=0.500, (0 split)
      c15 < 4599.098 to the left,  agree=0.78, adj=0.500, (0 split)
      c11 < 4210.429 to the left,  agree=0.76, adj=0.455, (0 split)
      c7  < 4224.471 to the left,  agree=0.72, adj=0.364, (0 split)
      c1  < 4288.074 to the left,  agree=0.68, adj=0.273, (0 split)

Node number 1991: 104 observations,    complexity param=0.0002836276
  predicted class=open    expected loss=0.1442308  P(node) =0.009937888
    class counts:    15    89
   probabilities: 0.144 0.856 
  left son=3982 (56 obs) right son=3983 (48 obs)
  Primary splits:
      c11 < 4203.267 to the left,  improve=1.875458, (0 missing)
      c8  < 4082.177 to the left,  improve=1.735577, (0 missing)
      c12 < 4190.24  to the left,  improve=1.478902, (0 missing)
      c15 < 4560.184 to the left,  improve=1.478902, (0 missing)
      c3  < 4011.257 to the left,  improve=1.411379, (0 missing)
  Surrogate splits:
      c10 < 4619.139 to the left,  agree=0.760, adj=0.479, (0 split)
      c7  < 4232.905 to the left,  agree=0.750, adj=0.458, (0 split)
      c9  < 4204.795 to the left,  agree=0.721, adj=0.396, (0 split)
      c15 < 4594.559 to the left,  agree=0.712, adj=0.375, (0 split)
      c16 < 4350.285 to the left,  agree=0.712, adj=0.375, (0 split)

Node number 1996: 2 observations
  predicted class=closed  expected loss=0  P(node) =0.0001911132
    class counts:     2     0
   probabilities: 1.000 0.000 

Node number 1997: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 1998: 20 observations,    complexity param=0.0002836276
  predicted class=open    expected loss=0.25  P(node) =0.001911132
    class counts:     5    15
   probabilities: 0.250 0.750 
  left son=3996 (3 obs) right son=3997 (17 obs)
  Primary splits:
      c11 < 4183.001 to the right, improve=3.970588, (0 missing)
      c16 < 4325.334 to the right, improve=3.970588, (0 missing)
      c1  < 4276.324 to the right, improve=2.500000, (0 missing)
      c13 < 4261.707 to the right, improve=2.500000, (0 missing)
      c2  < 4245.761 to the right, improve=2.045455, (0 missing)
  Surrogate splits:
      c16 < 4330.282 to the right, agree=0.95, adj=0.667, (0 split)
      c13 < 4275.253 to the right, agree=0.90, adj=0.333, (0 split)

Node number 1999: 55 observations
  predicted class=open    expected loss=0  P(node) =0.005255614
    class counts:     0    55
   probabilities: 0.000 1.000 

Node number 2006: 4 observations
  predicted class=closed  expected loss=0  P(node) =0.0003822265
    class counts:     4     0
   probabilities: 1.000 0.000 

Node number 2007: 29 observations,    complexity param=0.0004254414
  predicted class=open    expected loss=0.1724138  P(node) =0.002771142
    class counts:     5    24
   probabilities: 0.172 0.828 
  left son=4014 (2 obs) right son=4015 (27 obs)
  Primary splits:
      c12 < 4247.737 to the right, improve=2.942529, (0 missing)
      c1  < 4292.912 to the right, improve=2.821317, (0 missing)
      c7  < 4258.798 to the right, improve=2.821317, (0 missing)
      c15 < 4628.273 to the right, improve=1.931418, (0 missing)
      c3  < 4053.823 to the right, improve=1.418719, (0 missing)

Node number 2008: 6 observations
  predicted class=closed  expected loss=0  P(node) =0.0005733397
    class counts:     6     0
   probabilities: 1.000 0.000 

Node number 2009: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 2010: 2 observations
  predicted class=closed  expected loss=0  P(node) =0.0001911132
    class counts:     2     0
   probabilities: 1.000 0.000 

Node number 2011: 18 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.1111111  P(node) =0.001720019
    class counts:     2    16
   probabilities: 0.111 0.889 
  left son=4022 (1 obs) right son=4023 (17 obs)
  Primary splits:
      c9  < 4218.813 to the right, improve=1.6732030, (0 missing)
      c16 < 4361.335 to the left,  improve=1.6732030, (0 missing)
      c4  < 4636.29  to the left,  improve=1.1555560, (0 missing)
      c1  < 4290.273 to the left,  improve=0.6805556, (0 missing)
      c2  < 4255.585 to the left,  improve=0.6805556, (0 missing)

Node number 2012: 2 observations
  predicted class=closed  expected loss=0  P(node) =0.0001911132
    class counts:     2     0
   probabilities: 1.000 0.000 

Node number 2013: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 2014: 7 observations,    complexity param=0.0002481741
  predicted class=open    expected loss=0.4285714  P(node) =0.0006688963
    class counts:     3     4
   probabilities: 0.429 0.571 
  left son=4028 (4 obs) right son=4029 (3 obs)
  Primary splits:
      c5 < 4162.463 to the left,  improve=1.928571, (0 missing)
      c8 < 4099.709 to the left,  improve=1.828571, (0 missing)
      c3 < 4049.126 to the left,  improve=1.028571, (0 missing)
      c6 < 4387.332 to the left,  improve=1.028571, (0 missing)
      c9 < 4216.994 to the right, improve=1.028571, (0 missing)
  Surrogate splits:
      c3  < 4044.305 to the left,  agree=0.857, adj=0.667, (0 split)
      c6  < 4387.332 to the left,  agree=0.857, adj=0.667, (0 split)
      c9  < 4216.994 to the right, agree=0.857, adj=0.667, (0 split)
      c13 < 4279.943 to the right, agree=0.857, adj=0.667, (0 split)
      c15 < 4611.234 to the right, agree=0.857, adj=0.667, (0 split)

Node number 2015: 207 observations,    complexity param=0.0002481741
  predicted class=open    expected loss=0.06763285  P(node) =0.01978022
    class counts:    14   193
   probabilities: 0.068 0.932 
  left son=4030 (1 obs) right son=4031 (206 obs)
  Primary splits:
      c2  < 4233.035 to the left,  improve=1.747057, (0 missing)
      c3  < 4006.838 to the left,  improve=1.743961, (0 missing)
      c5  < 4121.371 to the left,  improve=1.197000, (0 missing)
      c6  < 4352.698 to the left,  improve=1.037889, (0 missing)
      c13 < 4266.694 to the left,  improve=1.032335, (0 missing)

Node number 2028: 22 observations,    complexity param=0.0006381621
  predicted class=closed  expected loss=0.4090909  P(node) =0.002102246
    class counts:    13     9
   probabilities: 0.591 0.409 
  left son=4056 (16 obs) right son=4057 (6 obs)
  Primary splits:
      c10 < 4599.353 to the right, improve=2.969697, (0 missing)
      c12 < 4241.17  to the left,  improve=2.922078, (0 missing)
      c11 < 4184.06  to the right, improve=2.425837, (0 missing)
      c3  < 4011.79  to the right, improve=2.272727, (0 missing)
      c13 < 4257.365 to the left,  improve=2.165775, (0 missing)
  Surrogate splits:
      c11 < 4184.06  to the right, agree=0.864, adj=0.500, (0 split)
      c1  < 4295.294 to the left,  agree=0.818, adj=0.333, (0 split)
      c6  < 4329.441 to the right, agree=0.818, adj=0.333, (0 split)
      c12 < 4210.013 to the right, agree=0.818, adj=0.333, (0 split)
      c15 < 4584.162 to the left,  agree=0.818, adj=0.333, (0 split)

Node number 2029: 33 observations,    complexity param=0.0004254414
  predicted class=open    expected loss=0.1818182  P(node) =0.003153368
    class counts:     6    27
   probabilities: 0.182 0.818 
  left son=4058 (2 obs) right son=4059 (31 obs)
  Primary splits:
      c6 < 4327.878 to the left,  improve=2.850440, (0 missing)
      c3 < 3981.436 to the left,  improve=1.551515, (0 missing)
      c8 < 4063.088 to the left,  improve=1.484848, (0 missing)
      c2 < 4280.93  to the right, improve=1.380682, (0 missing)
      c5 < 4100.953 to the left,  improve=1.380682, (0 missing)

Node number 2030: 34 observations,    complexity param=0.0006381621
  predicted class=open    expected loss=0.3235294  P(node) =0.003248925
    class counts:    11    23
   probabilities: 0.324 0.676 
  left son=4060 (13 obs) right son=4061 (21 obs)
  Primary splits:
      c7  < 4214.46  to the right, improve=8.362206, (0 missing)
      c9  < 4196.119 to the right, improve=6.745989, (0 missing)
      c3  < 4021.077 to the left,  improve=4.406162, (0 missing)
      c13 < 4260.35  to the right, improve=3.805430, (0 missing)
      c16 < 4310.307 to the right, improve=3.182748, (0 missing)
  Surrogate splits:
      c9  < 4196.119 to the right, agree=0.853, adj=0.615, (0 split)
      c16 < 4319.402 to the right, agree=0.824, adj=0.538, (0 split)
      c15 < 4570.517 to the right, agree=0.794, adj=0.462, (0 split)
      c3  < 4021.077 to the left,  agree=0.765, adj=0.385, (0 split)
      c13 < 4260.35  to the right, agree=0.735, adj=0.308, (0 split)

Node number 2031: 87 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.05747126  P(node) =0.008313426
    class counts:     5    82
   probabilities: 0.057 0.943 
  left son=4062 (1 obs) right son=4063 (86 obs)
  Primary splits:
      c11 < 4209.435 to the right, improve=1.7973800, (0 missing)
      c15 < 4552.973 to the left,  improve=1.7765530, (0 missing)
      c1  < 4249.805 to the left,  improve=0.9808429, (0 missing)
      c4  < 4624.293 to the left,  improve=0.9808429, (0 missing)
      c16 < 4292.339 to the left,  improve=0.9808429, (0 missing)

Node number 2032: 11 observations
  predicted class=closed  expected loss=0  P(node) =0.001051123
    class counts:    11     0
   probabilities: 1.000 0.000 

Node number 2033: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 2034: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 2035: 4 observations
  predicted class=open    expected loss=0  P(node) =0.0003822265
    class counts:     0     4
   probabilities: 0.000 1.000 

Node number 2038: 5 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.4  P(node) =0.0004777831
    class counts:     2     3
   probabilities: 0.400 0.600 
  left son=4076 (2 obs) right son=4077 (3 obs)
  Primary splits:
      c5  < 4138.964 to the right, improve=2.400000, (0 missing)
      c9  < 4199.899 to the right, improve=2.400000, (0 missing)
      c15 < 4616.422 to the right, improve=2.400000, (0 missing)
      c16 < 4354.611 to the right, improve=2.400000, (0 missing)
      c1  < 4294.644 to the right, improve=1.066667, (0 missing)
  Surrogate splits:
      c9  < 4199.899 to the right, agree=1.0, adj=1.0, (0 split)
      c15 < 4616.422 to the right, agree=1.0, adj=1.0, (0 split)
      c16 < 4354.611 to the right, agree=1.0, adj=1.0, (0 split)
      c1  < 4294.644 to the right, agree=0.8, adj=0.5, (0 split)
      c3  < 4023.075 to the left,  agree=0.8, adj=0.5, (0 split)

Node number 2039: 21 observations
  predicted class=open    expected loss=0  P(node) =0.002006689
    class counts:     0    21
   probabilities: 0.000 1.000 

Node number 2040: 11 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.1818182  P(node) =0.001051123
    class counts:     9     2
   probabilities: 0.818 0.182 
  left son=4080 (8 obs) right son=4081 (3 obs)
  Primary splits:
      c5  < 4110.577 to the right, improve=1.939394, (0 missing)
      c2  < 4246.235 to the right, improve=1.472727, (0 missing)
      c13 < 4268.007 to the right, improve=1.472727, (0 missing)
      c15 < 4622.114 to the left,  improve=1.472727, (0 missing)
      c1  < 4294.529 to the right, improve=1.272727, (0 missing)
  Surrogate splits:
      c12 < 4214.097 to the right, agree=0.909, adj=0.667, (0 split)
      c2  < 4257.4   to the right, agree=0.818, adj=0.333, (0 split)
      c7  < 4243.776 to the left,  agree=0.818, adj=0.333, (0 split)
      c13 < 4274.451 to the right, agree=0.818, adj=0.333, (0 split)
      c15 < 4612.09  to the left,  agree=0.818, adj=0.333, (0 split)

Node number 2041: 8 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.25  P(node) =0.0007644529
    class counts:     2     6
   probabilities: 0.250 0.750 
  left son=4082 (3 obs) right son=4083 (5 obs)
  Primary splits:
      c10 < 4629.855 to the left,  improve=1.666667, (0 missing)
      c1  < 4275.705 to the left,  improve=1.285714, (0 missing)
      c2  < 4272.482 to the right, improve=1.285714, (0 missing)
      c3  < 3982.221 to the left,  improve=1.285714, (0 missing)
      c6  < 4359.339 to the right, improve=1.285714, (0 missing)
  Surrogate splits:
      c2  < 4261.726 to the left,  agree=0.875, adj=0.667, (0 split)
      c13 < 4270.304 to the left,  agree=0.875, adj=0.667, (0 split)
      c15 < 4593.068 to the left,  agree=0.875, adj=0.667, (0 split)
      c16 < 4341.366 to the left,  agree=0.875, adj=0.667, (0 split)
      c3  < 4004.859 to the right, agree=0.750, adj=0.333, (0 split)

Node number 2042: 23 observations,    complexity param=0.000319081
  predicted class=open    expected loss=0.2608696  P(node) =0.002197802
    class counts:     6    17
   probabilities: 0.261 0.739 
  left son=4084 (5 obs) right son=4085 (18 obs)
  Primary splits:
      c15 < 4603.757 to the left,  improve=3.714010, (0 missing)
      c2  < 4273.376 to the right, improve=2.393375, (0 missing)
      c4  < 4627.835 to the right, improve=2.393375, (0 missing)
      c5  < 4116.065 to the right, improve=2.012422, (0 missing)
      c16 < 4353.416 to the right, improve=1.402899, (0 missing)
  Surrogate splits:
      c2  < 4270.44  to the right, agree=0.870, adj=0.4, (0 split)
      c12 < 4244.947 to the right, agree=0.870, adj=0.4, (0 split)
      c5  < 4139.681 to the right, agree=0.826, adj=0.2, (0 split)
      c13 < 4268.043 to the left,  agree=0.826, adj=0.2, (0 split)
      c16 < 4341.198 to the left,  agree=0.826, adj=0.2, (0 split)

Node number 2043: 42 observations
  predicted class=open    expected loss=0  P(node) =0.004013378
    class counts:     0    42
   probabilities: 0.000 1.000 

Node number 2044: 3 observations
  predicted class=closed  expected loss=0  P(node) =0.0002866699
    class counts:     3     0
   probabilities: 1.000 0.000 

Node number 2045: 4 observations
  predicted class=open    expected loss=0  P(node) =0.0003822265
    class counts:     0     4
   probabilities: 0.000 1.000 

Node number 2046: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 2047: 585 observations,    complexity param=0.0003545345
  predicted class=open    expected loss=0.05641026  P(node) =0.05590062
    class counts:    33   552
   probabilities: 0.056 0.944 
  left son=4094 (165 obs) right son=4095 (420 obs)
  Primary splits:
      c1  < 4283.896 to the left,  improve=1.2756240, (0 missing)
      c5  < 4144.085 to the right, improve=0.8539142, (0 missing)
      c4  < 4629.331 to the left,  improve=0.8025407, (0 missing)
      c12 < 4191.534 to the left,  improve=0.7897876, (0 missing)
      c8  < 4065.145 to the left,  improve=0.6470518, (0 missing)
  Surrogate splits:
      c16 < 4334.836 to the left,  agree=0.781, adj=0.224, (0 split)
      c3  < 3982.51  to the left,  agree=0.762, adj=0.158, (0 split)
      c2  < 4244.624 to the left,  agree=0.750, adj=0.115, (0 split)
      c13 < 4261.583 to the left,  agree=0.733, adj=0.055, (0 split)
      c5  < 4094.187 to the left,  agree=0.730, adj=0.042, (0 split)

Node number 2050: 40 observations
  predicted class=closed  expected loss=0  P(node) =0.003822265
    class counts:    40     0
   probabilities: 1.000 0.000 

Node number 2051: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 2052: 30 observations
  predicted class=closed  expected loss=0  P(node) =0.002866699
    class counts:    30     0
   probabilities: 1.000 0.000 

Node number 2053: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 2560: 228 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.00877193  P(node) =0.02178691
    class counts:   226     2
   probabilities: 0.991 0.009 
  left son=5120 (227 obs) right son=5121 (1 obs)
  Primary splits:
      c6  < 4330.681 to the right, improve=1.9737230, (0 missing)
      c4  < 4611.652 to the right, improve=0.4738409, (0 missing)
      c13 < 4320.851 to the left,  improve=0.3072546, (0 missing)
      c2  < 4310.039 to the left,  improve=0.2596763, (0 missing)
      c5  < 4170.543 to the left,  improve=0.2240032, (0 missing)

Node number 2561: 109 observations,    complexity param=0.0002481741
  predicted class=closed  expected loss=0.09174312  P(node) =0.01041567
    class counts:    99    10
   probabilities: 0.908 0.092 
  left son=5122 (75 obs) right son=5123 (34 obs)
  Primary splits:
      c4 < 4640.966 to the left,  improve=2.956510, (0 missing)
      c2 < 4285.176 to the left,  improve=2.269034, (0 missing)
      c3 < 4036.008 to the left,  improve=2.151236, (0 missing)
      c5 < 4135.42  to the left,  improve=1.735708, (0 missing)
      c8 < 4105.193 to the left,  improve=1.665138, (0 missing)
  Surrogate splits:
      c6  < 4365.908 to the left,  agree=0.936, adj=0.794, (0 split)
      c5  < 4135.42  to the left,  agree=0.881, adj=0.618, (0 split)
      c10 < 4635.934 to the left,  agree=0.881, adj=0.618, (0 split)
      c2  < 4289.885 to the left,  agree=0.853, adj=0.529, (0 split)
      c7  < 4246.183 to the left,  agree=0.817, adj=0.412, (0 split)

Node number 2578: 14 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.07142857  P(node) =0.001337793
    class counts:    13     1
   probabilities: 0.929 0.071 
  left son=5156 (13 obs) right son=5157 (1 obs)
  Primary splits:
      c10 < 4612.376 to the right, improve=1.8571430, (0 missing)
      c7  < 4248.916 to the left,  improve=0.8571429, (0 missing)
      c11 < 4210.016 to the right, improve=0.8571429, (0 missing)
      c13 < 4286.474 to the right, improve=0.8571429, (0 missing)
      c15 < 4610.863 to the right, improve=0.8571429, (0 missing)

Node number 2579: 4 observations
  predicted class=open    expected loss=0  P(node) =0.0003822265
    class counts:     0     4
   probabilities: 0.000 1.000 

Node number 2590: 2 observations
  predicted class=closed  expected loss=0  P(node) =0.0001911132
    class counts:     2     0
   probabilities: 1.000 0.000 

Node number 2591: 17 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.05882353  P(node) =0.001624462
    class counts:     1    16
   probabilities: 0.059 0.941 
  left son=5182 (1 obs) right son=5183 (16 obs)
  Primary splits:
      c9  < 4192.576 to the left,  improve=1.882353, (0 missing)
      c10 < 4608.02  to the left,  improve=1.882353, (0 missing)
      c11 < 4203.651 to the left,  improve=1.882353, (0 missing)
      c15 < 4602.011 to the left,  improve=1.882353, (0 missing)
      c16 < 4392.922 to the right, improve=1.882353, (0 missing)

Node number 2594: 8 observations
  predicted class=closed  expected loss=0  P(node) =0.0007644529
    class counts:     8     0
   probabilities: 1.000 0.000 

Node number 2595: 3 observations,    complexity param=0.0001418138
  predicted class=open    expected loss=0.3333333  P(node) =0.0002866699
    class counts:     1     2
   probabilities: 0.333 0.667 
  left son=5190 (1 obs) right son=5191 (2 obs)
  Primary splits:
      c2  < 4317.911 to the left,  improve=1.333333, (0 missing)
      c3  < 4047.552 to the left,  improve=1.333333, (0 missing)
      c6  < 4408.06  to the right, improve=1.333333, (0 missing)
      c9  < 4252.582 to the left,  improve=1.333333, (0 missing)
      c10 < 4666.448 to the left,  improve=1.333333, (0 missing)

Node number 2602: 2 observations
  predicted class=closed  expected loss=0  P(node) =0.0001911132
    class counts:     2     0
   probabilities: 1.000 0.000 

Node number 2603: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 2604: 4 observations
  predicted class=closed  expected loss=0  P(node) =0.0003822265
    class counts:     4     0
   probabilities: 1.000 0.000 

Node number 2605: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 2606: 2 observations
  predicted class=closed  expected loss=0  P(node) =0.0001911132
    class counts:     2     0
   probabilities: 1.000 0.000 

Node number 2607: 20 observations
  predicted class=open    expected loss=0  P(node) =0.001911132
    class counts:     0    20
   probabilities: 0.000 1.000 

Node number 2816: 104 observations,    complexity param=0.0002836276
  predicted class=closed  expected loss=0.04807692  P(node) =0.009937888
    class counts:    99     5
   probabilities: 0.952 0.048 
  left son=5632 (103 obs) right son=5633 (1 obs)
  Primary splits:
      c12 < 4189.435 to the right, improve=1.8299100, (0 missing)
      c13 < 4256.982 to the right, improve=1.8299100, (0 missing)
      c2  < 4256.4   to the right, improve=1.3202640, (0 missing)
      c1  < 4306.769 to the right, improve=1.2269710, (0 missing)
      c8  < 4073.962 to the left,  improve=0.9981665, (0 missing)

Node number 2817: 13 observations,    complexity param=0.0004254414
  predicted class=closed  expected loss=0.3846154  P(node) =0.001242236
    class counts:     8     5
   probabilities: 0.615 0.385 
  left son=5634 (7 obs) right son=5635 (6 obs)
  Primary splits:
      c7 < 4224.895 to the left,  improve=4.487179, (0 missing)
      c3 < 4018.705 to the right, improve=2.803846, (0 missing)
      c2 < 4271.821 to the left,  improve=1.790210, (0 missing)
      c4 < 4614.249 to the left,  improve=1.790210, (0 missing)
      c5 < 4123.512 to the right, improve=1.790210, (0 missing)
  Surrogate splits:
      c5 < 4131.047 to the right, agree=0.846, adj=0.667, (0 split)
      c8 < 4069.837 to the left,  agree=0.846, adj=0.667, (0 split)
      c2 < 4268.843 to the left,  agree=0.769, adj=0.500, (0 split)
      c3 < 4018.705 to the right, agree=0.769, adj=0.500, (0 split)
      c4 < 4603.42  to the left,  agree=0.769, adj=0.500, (0 split)

Node number 2820: 174 observations,    complexity param=0.0005318017
  predicted class=closed  expected loss=0.183908  P(node) =0.01662685
    class counts:   142    32
   probabilities: 0.816 0.184 
  left son=5640 (159 obs) right son=5641 (15 obs)
  Primary splits:
      c11 < 4240.095 to the left,  improve=2.624854, (0 missing)
      c13 < 4285.946 to the right, improve=2.520489, (0 missing)
      c15 < 4664.883 to the left,  improve=2.266277, (0 missing)
      c8  < 4073.979 to the left,  improve=1.711725, (0 missing)
      c6  < 4322.706 to the left,  improve=1.528586, (0 missing)
  Surrogate splits:
      c15 < 4664.883 to the left,  agree=0.983, adj=0.800, (0 split)
      c16 < 4459.348 to the left,  agree=0.966, adj=0.600, (0 split)
      c1  < 4395.321 to the left,  agree=0.960, adj=0.533, (0 split)
      c13 < 4312.925 to the left,  agree=0.937, adj=0.267, (0 split)
      c7  < 4266.234 to the left,  agree=0.925, adj=0.133, (0 split)

Node number 2821: 66 observations,    complexity param=0.0009572431
  predicted class=closed  expected loss=0.4090909  P(node) =0.006306737
    class counts:    39    27
   probabilities: 0.591 0.409 
  left son=5642 (11 obs) right son=5643 (55 obs)
  Primary splits:
      c16 < 4404.778 to the right, improve=4.418182, (0 missing)
      c6  < 4337.876 to the left,  improve=4.291530, (0 missing)
      c1  < 4340.843 to the right, improve=3.944805, (0 missing)
      c5  < 4110.553 to the left,  improve=3.889883, (0 missing)
      c15 < 4603.566 to the left,  improve=3.889883, (0 missing)
  Surrogate splits:
      c1  < 4340.843 to the right, agree=0.985, adj=0.909, (0 split)
      c15 < 4628.905 to the right, agree=0.909, adj=0.455, (0 split)
      c6  < 4357.763 to the right, agree=0.894, adj=0.364, (0 split)
      c13 < 4292.309 to the right, agree=0.879, adj=0.273, (0 split)
      c3  < 3989.536 to the left,  agree=0.864, adj=0.182, (0 split)

Node number 2822: 3 observations
  predicted class=closed  expected loss=0  P(node) =0.0002866699
    class counts:     3     0
   probabilities: 1.000 0.000 

Node number 2823: 12 observations
  predicted class=open    expected loss=0  P(node) =0.001146679
    class counts:     0    12
   probabilities: 0.000 1.000 

Node number 2824: 69 observations,    complexity param=0.0006381621
  predicted class=closed  expected loss=0.173913  P(node) =0.006593407
    class counts:    57    12
   probabilities: 0.826 0.174 
  left son=5648 (54 obs) right son=5649 (15 obs)
  Primary splits:
      c13 < 4285.406 to the left,  improve=3.285346, (0 missing)
      c2  < 4275.149 to the left,  improve=3.014976, (0 missing)
      c5  < 4136.112 to the left,  improve=2.811162, (0 missing)
      c12 < 4215.019 to the right, improve=2.487104, (0 missing)
      c3  < 4007.179 to the left,  improve=2.086957, (0 missing)
  Surrogate splits:
      c11 < 4219.63  to the left,  agree=0.841, adj=0.267, (0 split)
      c2  < 4271.629 to the left,  agree=0.812, adj=0.133, (0 split)
      c5  < 4136.112 to the left,  agree=0.812, adj=0.133, (0 split)
      c15 < 4614.279 to the left,  agree=0.812, adj=0.133, (0 split)
      c7  < 4236.354 to the left,  agree=0.797, adj=0.067, (0 split)

Node number 2825: 48 observations,    complexity param=0.0007445224
  predicted class=closed  expected loss=0.4166667  P(node) =0.004586718
    class counts:    28    20
   probabilities: 0.583 0.417 
  left son=5650 (35 obs) right son=5651 (13 obs)
  Primary splits:
      c6  < 4329.512 to the right, improve=4.432234, (0 missing)
      c8  < 4078.115 to the right, improve=3.555556, (0 missing)
      c15 < 4598.235 to the left,  improve=3.219048, (0 missing)
      c11 < 4178.44  to the right, improve=2.969697, (0 missing)
      c9  < 4190.764 to the left,  improve=2.463004, (0 missing)
  Surrogate splits:
      c1  < 4297.686 to the left,  agree=0.771, adj=0.154, (0 split)
      c9  < 4178.612 to the right, agree=0.771, adj=0.154, (0 split)
      c10 < 4591.304 to the right, agree=0.771, adj=0.154, (0 split)
      c2  < 4251.721 to the right, agree=0.750, adj=0.077, (0 split)
      c7  < 4214.035 to the right, agree=0.750, adj=0.077, (0 split)

Node number 2826: 6 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.1666667  P(node) =0.0005733397
    class counts:     5     1
   probabilities: 0.833 0.167 
  left son=5652 (5 obs) right son=5653 (1 obs)
  Primary splits:
      c1 < 4301.027 to the left,  improve=1.666667, (0 missing)
      c2 < 4273.696 to the left,  improve=1.666667, (0 missing)
      c3 < 4017.302 to the left,  improve=1.666667, (0 missing)
      c8 < 4067.392 to the right, improve=1.666667, (0 missing)
      c9 < 4198.167 to the right, improve=1.666667, (0 missing)

Node number 2827: 13 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.1538462  P(node) =0.001242236
    class counts:     2    11
   probabilities: 0.154 0.846 
  left son=5654 (3 obs) right son=5655 (10 obs)
  Primary splits:
      c16 < 4365.06  to the left,  improve=2.051282, (0 missing)
      c1  < 4302.565 to the right, improve=1.551282, (0 missing)
      c5  < 4134.122 to the right, improve=1.551282, (0 missing)
      c6  < 4322.264 to the left,  improve=1.551282, (0 missing)
      c7  < 4235.754 to the right, improve=1.551282, (0 missing)
  Surrogate splits:
      c6  < 4323.084 to the left,  agree=0.923, adj=0.667, (0 split)
      c3  < 4003.044 to the right, agree=0.846, adj=0.333, (0 split)
      c9  < 4193.148 to the left,  agree=0.846, adj=0.333, (0 split)
      c11 < 4195.373 to the left,  agree=0.846, adj=0.333, (0 split)

Node number 2828: 10 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.1  P(node) =0.0009555662
    class counts:     9     1
   probabilities: 0.900 0.100 
  left son=5656 (9 obs) right son=5657 (1 obs)
  Primary splits:
      c8  < 4053.89  to the right, improve=1.8000000, (0 missing)
      c12 < 4237.375 to the left,  improve=1.8000000, (0 missing)
      c10 < 4624.931 to the right, improve=0.8000000, (0 missing)
      c11 < 4198.138 to the right, improve=0.8000000, (0 missing)
      c1  < 4293.806 to the right, improve=0.4666667, (0 missing)

Node number 2829: 6 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.1666667  P(node) =0.0005733397
    class counts:     1     5
   probabilities: 0.167 0.833 
  left son=5658 (1 obs) right son=5659 (5 obs)
  Primary splits:
      c3 < 4015.547 to the right, improve=1.666667, (0 missing)
      c4 < 4602.946 to the left,  improve=1.666667, (0 missing)
      c6 < 4338.991 to the left,  improve=1.666667, (0 missing)
      c8 < 4059.77  to the left,  improve=1.666667, (0 missing)
      c9 < 4200.468 to the left,  improve=1.666667, (0 missing)

Node number 2830: 10 observations,    complexity param=0.0004254414
  predicted class=closed  expected loss=0.5  P(node) =0.0009555662
    class counts:     5     5
   probabilities: 0.500 0.500 
  left son=5660 (4 obs) right son=5661 (6 obs)
  Primary splits:
      c8  < 4065.684 to the left,  improve=3.333333, (0 missing)
      c16 < 4368.417 to the right, improve=3.333333, (0 missing)
      c1  < 4300.711 to the left,  improve=2.142857, (0 missing)
      c13 < 4290.16  to the left,  improve=2.142857, (0 missing)
      c15 < 4607.227 to the right, improve=2.142857, (0 missing)
  Surrogate splits:
      c13 < 4290.16  to the left,  agree=0.9, adj=0.75, (0 split)
      c4  < 4611.46  to the left,  agree=0.8, adj=0.50, (0 split)
      c9  < 4200.886 to the left,  agree=0.8, adj=0.50, (0 split)
      c11 < 4212.16  to the left,  agree=0.8, adj=0.50, (0 split)
      c15 < 4611.102 to the right, agree=0.8, adj=0.50, (0 split)

Node number 2831: 19 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.05263158  P(node) =0.001815576
    class counts:     1    18
   probabilities: 0.053 0.947 
  left son=5662 (1 obs) right son=5663 (18 obs)
  Primary splits:
      c11 < 4177.026 to the left,  improve=1.8947370, (0 missing)
      c2  < 4256.861 to the left,  improve=0.8947368, (0 missing)
      c7  < 4239.136 to the left,  improve=0.8947368, (0 missing)
      c12 < 4204.945 to the left,  improve=0.8947368, (0 missing)
      c4  < 4616.438 to the right, improve=0.5614035, (0 missing)

Node number 2872: 23 observations,    complexity param=0.0004254414
  predicted class=closed  expected loss=0.173913  P(node) =0.002197802
    class counts:    19     4
   probabilities: 0.826 0.174 
  left son=5744 (13 obs) right son=5745 (10 obs)
  Primary splits:
      c7  < 4229.103 to the right, improve=1.808696, (0 missing)
      c12 < 4229.707 to the right, improve=1.808696, (0 missing)
      c8  < 4056.825 to the right, improve=1.726343, (0 missing)
      c6  < 4348.231 to the right, improve=1.517787, (0 missing)
      c3  < 4022.389 to the right, improve=1.426877, (0 missing)
  Surrogate splits:
      c2  < 4275.699 to the left,  agree=0.739, adj=0.4, (0 split)
      c6  < 4350.399 to the right, agree=0.739, adj=0.4, (0 split)
      c10 < 4599.735 to the right, agree=0.739, adj=0.4, (0 split)
      c9  < 4183.15  to the right, agree=0.696, adj=0.3, (0 split)
      c11 < 4198.485 to the right, agree=0.696, adj=0.3, (0 split)

Node number 2873: 22 observations,    complexity param=0.0009572431
  predicted class=open    expected loss=0.4090909  P(node) =0.002102246
    class counts:     9    13
   probabilities: 0.409 0.591 
  left son=5746 (13 obs) right son=5747 (9 obs)
  Primary splits:
      c4  < 4612.231 to the right, improve=5.097902, (0 missing)
      c6  < 4345.015 to the left,  improve=2.969697, (0 missing)
      c8  < 4055.307 to the left,  improve=2.425837, (0 missing)
      c10 < 4628.85  to the right, improve=2.425837, (0 missing)
      c13 < 4291.843 to the left,  improve=2.272727, (0 missing)
  Surrogate splits:
      c6 < 4347.785 to the left,  agree=0.818, adj=0.556, (0 split)
      c8 < 4083.655 to the left,  agree=0.773, adj=0.444, (0 split)
      c3 < 4038.102 to the left,  agree=0.727, adj=0.333, (0 split)
      c5 < 4133.825 to the left,  agree=0.727, adj=0.333, (0 split)
      c7 < 4237.194 to the right, agree=0.727, adj=0.333, (0 split)

Node number 2874: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 2875: 9 observations
  predicted class=open    expected loss=0  P(node) =0.0008600096
    class counts:     0     9
   probabilities: 0.000 1.000 

Node number 2876: 8 observations,    complexity param=0.0004254414
  predicted class=closed  expected loss=0.25  P(node) =0.0007644529
    class counts:     6     2
   probabilities: 0.750 0.250 
  left son=5752 (6 obs) right son=5753 (2 obs)
  Primary splits:
      c5  < 4126.152 to the right, improve=3.000000, (0 missing)
      c4  < 4607.005 to the left,  improve=1.666667, (0 missing)
      c8  < 4046.543 to the right, improve=1.666667, (0 missing)
      c10 < 4600.484 to the left,  improve=1.666667, (0 missing)
      c3  < 4025.892 to the right, improve=1.285714, (0 missing)
  Surrogate splits:
      c4  < 4607.005 to the left,  agree=0.875, adj=0.5, (0 split)
      c8  < 4046.543 to the right, agree=0.875, adj=0.5, (0 split)
      c10 < 4600.484 to the left,  agree=0.875, adj=0.5, (0 split)

Node number 2877: 62 observations,    complexity param=0.0004254414
  predicted class=open    expected loss=0.3225806  P(node) =0.00592451
    class counts:    20    42
   probabilities: 0.323 0.677 
  left son=5754 (50 obs) right son=5755 (12 obs)
  Primary splits:
      c11 < 4188.031 to the right, improve=3.096774, (0 missing)
      c13 < 4284.416 to the right, improve=2.117783, (0 missing)
      c8  < 4059.167 to the right, improve=2.003964, (0 missing)
      c10 < 4586.24  to the right, improve=1.911589, (0 missing)
      c16 < 4366.285 to the left,  improve=1.896774, (0 missing)
  Surrogate splits:
      c1  < 4311.354 to the right, agree=0.855, adj=0.250, (0 split)
      c5  < 4105.949 to the right, agree=0.839, adj=0.167, (0 split)
      c15 < 4598.559 to the right, agree=0.839, adj=0.167, (0 split)
      c13 < 4270.581 to the right, agree=0.823, adj=0.083, (0 split)

Node number 2878: 10 observations,    complexity param=0.000319081
  predicted class=closed  expected loss=0.5  P(node) =0.0009555662
    class counts:     5     5
   probabilities: 0.500 0.500 
  left son=5756 (3 obs) right son=5757 (7 obs)
  Primary splits:
      c2  < 4266.003 to the left,  improve=2.142857, (0 missing)
      c4  < 4596.901 to the right, improve=2.142857, (0 missing)
      c13 < 4287.337 to the left,  improve=2.142857, (0 missing)
      c7  < 4224.632 to the right, improve=1.800000, (0 missing)
      c1  < 4428.079 to the left,  improve=1.250000, (0 missing)
  Surrogate splits:
      c13 < 4287.337 to the left,  agree=1.0, adj=1.000, (0 split)
      c5  < 4132.728 to the left,  agree=0.9, adj=0.667, (0 split)
      c10 < 4580.211 to the left,  agree=0.9, adj=0.667, (0 split)
      c11 < 4187.883 to the left,  agree=0.9, adj=0.667, (0 split)
      c1  < 4336.673 to the left,  agree=0.8, adj=0.333, (0 split)

Node number 2879: 66 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.06060606  P(node) =0.006306737
    class counts:     4    62
   probabilities: 0.061 0.939 
  left son=5758 (13 obs) right son=5759 (53 obs)
  Primary splits:
      c9  < 4205.791 to the right, improve=0.9375027, (0 missing)
      c3  < 4059.634 to the right, improve=0.7964015, (0 missing)
      c12 < 4184.295 to the left,  improve=0.7964015, (0 missing)
      c11 < 4213.99  to the right, improve=0.6801515, (0 missing)
      c2  < 4286.303 to the right, improve=0.5443913, (0 missing)
  Surrogate splits:
      c2  < 4280.279 to the right, agree=0.864, adj=0.308, (0 split)
      c7  < 4242.717 to the right, agree=0.864, adj=0.308, (0 split)
      c11 < 4217.642 to the right, agree=0.864, adj=0.308, (0 split)
      c1  < 4363.92  to the right, agree=0.818, adj=0.077, (0 split)
      c6  < 4342.514 to the right, agree=0.818, adj=0.077, (0 split)

Node number 2880: 78 observations,    complexity param=0.0001063603
  predicted class=closed  expected loss=0.01282051  P(node) =0.007453416
    class counts:    77     1
   probabilities: 0.987 0.013 
  left son=5760 (73 obs) right son=5761 (5 obs)
  Primary splits:
      c6  < 4336.085 to the right, improve=0.3743590, (0 missing)
      c4  < 4620.542 to the right, improve=0.2243590, (0 missing)
      c5  < 4115.325 to the right, improve=0.2243590, (0 missing)
      c8  < 4075.653 to the right, improve=0.1965812, (0 missing)
      c15 < 4689.221 to the left,  improve=0.1561772, (0 missing)
  Surrogate splits:
      c8  < 4062.317 to the right, agree=0.974, adj=0.6, (0 split)
      c11 < 4202.718 to the right, agree=0.949, adj=0.2, (0 split)

Node number 2881: 2 observations,    complexity param=0.0001063603
  predicted class=closed  expected loss=0.5  P(node) =0.0001911132
    class counts:     1     1
   probabilities: 0.500 0.500 
  left son=5762 (1 obs) right son=5763 (1 obs)
  Primary splits:
      c1 < 4396.657 to the left,  improve=1, (0 missing)
      c2 < 4303.626 to the right, improve=1, (0 missing)
      c3 < 4020.806 to the right, improve=1, (0 missing)
      c4 < 4631.302 to the right, improve=1, (0 missing)
      c5 < 4131.863 to the right, improve=1, (0 missing)

Node number 2896: 21 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.0952381  P(node) =0.002006689
    class counts:    19     2
   probabilities: 0.905 0.095 
  left son=5792 (17 obs) right son=5793 (4 obs)
  Primary splits:
      c9  < 4185.587 to the right, improve=1.6190480, (0 missing)
      c1  < 4410.762 to the left,  improve=0.7619048, (0 missing)
      c16 < 4460.031 to the left,  improve=0.6190476, (0 missing)
      c5  < 4145.65  to the left,  improve=0.5079365, (0 missing)
      c7  < 4253.27  to the left,  improve=0.5079365, (0 missing)
  Surrogate splits:
      c7 < 4219.037 to the right, agree=0.857, adj=0.25, (0 split)

Node number 2897: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 2898: 5 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.2  P(node) =0.0004777831
    class counts:     4     1
   probabilities: 0.800 0.200 
  left son=5796 (4 obs) right son=5797 (1 obs)
  Primary splits:
      c8 < 4089.792 to the left,  improve=1.6, (0 missing)
      c9 < 4195.584 to the right, improve=1.6, (0 missing)
      c1 < 4390.293 to the left,  improve=0.6, (0 missing)
      c2 < 4292.212 to the left,  improve=0.6, (0 missing)
      c3 < 4039.476 to the right, improve=0.6, (0 missing)

Node number 2899: 8 observations
  predicted class=open    expected loss=0  P(node) =0.0007644529
    class counts:     0     8
   probabilities: 0.000 1.000 

Node number 2900: 2 observations
  predicted class=closed  expected loss=0  P(node) =0.0001911132
    class counts:     2     0
   probabilities: 1.000 0.000 

Node number 2901: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 2912: 282 observations,    complexity param=0.002127207
  predicted class=closed  expected loss=0.3297872  P(node) =0.02694697
    class counts:   189    93
   probabilities: 0.670 0.330 
  left son=5824 (262 obs) right son=5825 (20 obs)
  Primary splits:
      c11 < 4184.539 to the right, improve=7.602323, (0 missing)
      c3  < 4004.28  to the right, improve=6.806682, (0 missing)
      c1  < 4316.251 to the right, improve=5.641055, (0 missing)
      c9  < 4211.815 to the right, improve=5.008879, (0 missing)
      c7  < 4249.447 to the right, improve=3.914916, (0 missing)

Node number 2913: 16 observations,    complexity param=0.0004254414
  predicted class=open    expected loss=0.125  P(node) =0.001528906
    class counts:     2    14
   probabilities: 0.125 0.875 
  left son=5826 (2 obs) right son=5827 (14 obs)
  Primary splits:
      c4  < 4617.855 to the left,  improve=3.500000, (0 missing)
      c11 < 4194.742 to the left,  improve=3.500000, (0 missing)
      c10 < 4593.963 to the left,  improve=2.166667, (0 missing)
      c16 < 4381.524 to the left,  improve=2.166667, (0 missing)
      c2  < 4292.081 to the right, improve=1.633333, (0 missing)
  Surrogate splits:
      c11 < 4194.742 to the left,  agree=1.000, adj=1.0, (0 split)
      c10 < 4593.963 to the left,  agree=0.938, adj=0.5, (0 split)
      c16 < 4381.524 to the left,  agree=0.938, adj=0.5, (0 split)

Node number 2914: 12 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.08333333  P(node) =0.001146679
    class counts:    11     1
   probabilities: 0.917 0.083 
  left son=5828 (11 obs) right son=5829 (1 obs)
  Primary splits:
      c2 < 4301.108 to the left,  improve=1.8333330, (0 missing)
      c3 < 4037.962 to the left,  improve=1.8333330, (0 missing)
      c1 < 4326.274 to the left,  improve=0.8333333, (0 missing)
      c4 < 4649.828 to the left,  improve=0.8333333, (0 missing)
      c5 < 4154.428 to the left,  improve=0.8333333, (0 missing)

Node number 2915: 97 observations,    complexity param=0.001276324
  predicted class=open    expected loss=0.257732  P(node) =0.009268992
    class counts:    25    72
   probabilities: 0.258 0.742 
  left son=5830 (16 obs) right son=5831 (81 obs)
  Primary splits:
      c3  < 4041.996 to the right, improve=7.077908, (0 missing)
      c9  < 4194.771 to the left,  improve=5.470696, (0 missing)
      c10 < 4611.614 to the left,  improve=4.503108, (0 missing)
      c12 < 4253.902 to the right, improve=4.237944, (0 missing)
      c15 < 4613.114 to the left,  improve=4.140811, (0 missing)
  Surrogate splits:
      c9  < 4183.435 to the left,  agree=0.866, adj=0.188, (0 split)
      c10 < 4599.541 to the left,  agree=0.866, adj=0.188, (0 split)
      c7  < 4223.428 to the left,  agree=0.856, adj=0.125, (0 split)

Node number 2916: 36 observations,    complexity param=0.000319081
  predicted class=closed  expected loss=0.1388889  P(node) =0.003440038
    class counts:    31     5
   probabilities: 0.861 0.139 
  left son=5832 (30 obs) right son=5833 (6 obs)
  Primary splits:
      c4 < 4636.011 to the left,  improve=1.877778, (0 missing)
      c5 < 4117.626 to the left,  improve=1.600202, (0 missing)
      c8 < 4082.837 to the right, improve=1.552288, (0 missing)
      c2 < 4262.406 to the right, improve=1.525397, (0 missing)
      c1 < 4317.87  to the right, improve=1.388889, (0 missing)
  Surrogate splits:
      c2  < 4262.82  to the right, agree=0.889, adj=0.333, (0 split)
      c11 < 4227.982 to the left,  agree=0.889, adj=0.333, (0 split)
      c1  < 4314.129 to the right, agree=0.861, adj=0.167, (0 split)
      c6  < 4358.876 to the left,  agree=0.861, adj=0.167, (0 split)
      c8  < 4091.314 to the left,  agree=0.861, adj=0.167, (0 split)

Node number 2917: 70 observations,    complexity param=0.001169964
  predicted class=open    expected loss=0.2857143  P(node) =0.006688963
    class counts:    20    50
   probabilities: 0.286 0.714 
  left son=5834 (42 obs) right son=5835 (28 obs)
  Primary splits:
      c10 < 4615.227 to the right, improve=5.833333, (0 missing)
      c3  < 4019.978 to the left,  improve=5.156396, (0 missing)
      c4  < 4625.388 to the left,  improve=4.285714, (0 missing)
      c8  < 4072.533 to the left,  improve=3.949718, (0 missing)
      c6  < 4337.978 to the left,  improve=3.816572, (0 missing)
  Surrogate splits:
      c9  < 4202.606 to the right, agree=0.800, adj=0.500, (0 split)
      c1  < 4322.849 to the left,  agree=0.743, adj=0.357, (0 split)
      c3  < 4028.018 to the left,  agree=0.729, adj=0.321, (0 split)
      c15 < 4604.58  to the right, agree=0.686, adj=0.214, (0 split)
      c11 < 4201.41  to the right, agree=0.671, adj=0.179, (0 split)

Node number 2918: 58 observations,    complexity param=0.0008508828
  predicted class=open    expected loss=0.4310345  P(node) =0.005542284
    class counts:    25    33
   probabilities: 0.431 0.569 
  left son=5836 (36 obs) right son=5837 (22 obs)
  Primary splits:
      c15 < 4613.534 to the left,  improve=4.402821, (0 missing)
      c5  < 4122.631 to the left,  improve=3.448276, (0 missing)
      c3  < 4004.048 to the right, improve=2.943225, (0 missing)
      c11 < 4187.75  to the right, improve=2.486737, (0 missing)
      c7  < 4227.512 to the left,  improve=2.246725, (0 missing)
  Surrogate splits:
      c11 < 4211.117 to the left,  agree=0.776, adj=0.409, (0 split)
      c6  < 4346.41  to the left,  agree=0.759, adj=0.364, (0 split)
      c10 < 4625.719 to the left,  agree=0.759, adj=0.364, (0 split)
      c4  < 4631.448 to the left,  agree=0.724, adj=0.273, (0 split)
      c2  < 4263.408 to the right, agree=0.707, adj=0.227, (0 split)

Node number 2919: 136 observations,    complexity param=0.0006381621
  predicted class=open    expected loss=0.1764706  P(node) =0.0129957
    class counts:    24   112
   probabilities: 0.176 0.824 
  left son=5838 (12 obs) right son=5839 (124 obs)
  Primary splits:
      c6  < 4352.449 to the right, improve=4.357369, (0 missing)
      c13 < 4282.202 to the left,  improve=3.183091, (0 missing)
      c8  < 4042.908 to the left,  improve=2.753292, (0 missing)
      c11 < 4231.016 to the right, improve=2.753292, (0 missing)
      c1  < 4284.502 to the left,  improve=2.711230, (0 missing)
  Surrogate splits:
      c9 < 4182.785 to the left,  agree=0.919, adj=0.083, (0 split)

Node number 2920: 18 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.1666667  P(node) =0.001720019
    class counts:    15     3
   probabilities: 0.833 0.167 
  left son=5840 (15 obs) right son=5841 (3 obs)
  Primary splits:
      c10 < 4640.982 to the left,  improve=1.800000, (0 missing)
      c4  < 4624.233 to the right, improve=1.470588, (0 missing)
      c6  < 4332.323 to the right, improve=1.470588, (0 missing)
      c8  < 4067.443 to the right, improve=1.470588, (0 missing)
      c2  < 4279.843 to the left,  improve=1.000000, (0 missing)

Node number 2921: 2 observations
  predicted class=open    expected loss=0  P(node) =0.0001911132
    class counts:     0     2
   probabilities: 0.000 1.000 

Node number 2922: 11 observations,    complexity param=0.0006381621
  predicted class=closed  expected loss=0.3636364  P(node) =0.001051123
    class counts:     7     4
   probabilities: 0.636 0.364 
  left son=5844 (8 obs) right son=5845 (3 obs)
  Primary splits:
      c4 < 4639.558 to the left,  improve=3.340909, (0 missing)
      c6 < 4354.59  to the left,  improve=3.340909, (0 missing)
      c8 < 4090.013 to the left,  improve=3.340909, (0 missing)
      c1 < 4320.155 to the right, improve=1.876623, (0 missing)
      c9 < 4206.377 to the right, improve=1.876623, (0 missing)
  Surrogate splits:
      c6  < 4354.59  to the left,  agree=1.000, adj=1.000, (0 split)
      c8  < 4090.013 to the left,  agree=1.000, adj=1.000, (0 split)
      c2  < 4294.892 to the left,  agree=0.818, adj=0.333, (0 split)
      c3  < 4030.472 to the left,  agree=0.818, adj=0.333, (0 split)
      c11 < 4220.541 to the left,  agree=0.818, adj=0.333, (0 split)

Node number 2923: 50 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.08  P(node) =0.004777831
    class counts:     4    46
   probabilities: 0.080 0.920 
  left son=5846 (3 obs) right son=5847 (47 obs)
  Primary splits:
      c9  < 4222.331 to the right, improve=2.196879, (0 missing)
      c15 < 4625.533 to the right, improve=1.408780, (0 missing)
      c1  < 4316.582 to the right, improve=1.242353, (0 missing)
      c7  < 4250.443 to the right, improve=1.047646, (0 missing)
      c5  < 4149.461 to the right, improve=0.735000, (0 missing)

Node number 2924: 3 observations
  predicted class=closed  expected loss=0  P(node) =0.0002866699
    class counts:     3     0
   probabilities: 1.000 0.000 

Node number 2925: 4 observations
  predicted class=open    expected loss=0  P(node) =0.0003822265
    class counts:     0     4
   probabilities: 0.000 1.000 

Node number 2926: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 2927: 77 observations,    complexity param=0.0001418138
  predicted class=open    expected loss=0.02597403  P(node) =0.00735786
    class counts:     2    75
   probabilities: 0.026 0.974 
  left son=5854 (10 obs) right son=5855 (67 obs)
  Primary splits:
      c15 < 4640.567 to the right, improve=0.6961039, (0 missing)
      c9  < 4224.336 to the right, improve=0.2770563, (0 missing)
      c6  < 4341.248 to the left,  improve=0.2576062, (0 missing)
      c16 < 4395.328 to the right, improve=0.2576062, (0 missing)
      c4  < 4628.781 to the left,  improve=0.2103896, (0 missing)
  Surrogate splits:
      c10 < 4645.055 to the right, agree=0.883, adj=0.1, (0 split)
      c12 < 4280.984 to the right, agree=0.883, adj=0.1, (0 split)
      c13 < 4316.906 to the right, agree=0.883, adj=0.1, (0 split)

Node number 2940: 50 observations,    complexity param=0.0004963483
  predicted class=open    expected loss=0.46  P(node) =0.004777831
    class counts:    23    27
   probabilities: 0.460 0.540 
  left son=5880 (33 obs) right son=5881 (17 obs)
  Primary splits:
      c12 < 4221.184 to the right, improve=4.141248, (0 missing)
      c10 < 4615.11  to the right, improve=3.240000, (0 missing)
      c7  < 4239.321 to the left,  improve=2.897143, (0 missing)
      c15 < 4605.692 to the right, improve=2.601141, (0 missing)
      c16 < 4365.51  to the left,  improve=2.567575, (0 missing)
  Surrogate splits:
      c7  < 4242.807 to the left,  agree=0.72, adj=0.176, (0 split)
      c10 < 4602.695 to the right, agree=0.72, adj=0.176, (0 split)
      c11 < 4216.931 to the left,  agree=0.72, adj=0.176, (0 split)
      c13 < 4274.6   to the right, agree=0.72, adj=0.176, (0 split)
      c4  < 4621.703 to the left,  agree=0.70, adj=0.118, (0 split)

Node number 2941: 31 observations,    complexity param=0.0004254414
  predicted class=open    expected loss=0.09677419  P(node) =0.002962255
    class counts:     3    28
   probabilities: 0.097 0.903 
  left son=5882 (2 obs) right son=5883 (29 obs)
  Primary splits:
      c5  < 4106.52  to the left,  improve=3.488320, (0 missing)
      c1  < 4283.405 to the left,  improve=1.686022, (0 missing)
      c8  < 4043.561 to the left,  improve=1.686022, (0 missing)
      c16 < 4364.326 to the left,  improve=1.686022, (0 missing)
      c12 < 4223.762 to the left,  improve=1.096278, (0 missing)

Node number 2942: 14 observations,    complexity param=0.000319081
  predicted class=open    expected loss=0.3571429  P(node) =0.001337793
    class counts:     5     9
   probabilities: 0.357 0.643 
  left son=5884 (7 obs) right son=5885 (7 obs)
  Primary splits:
      c2  < 4258.579 to the left,  improve=3.571429, (0 missing)
      c5  < 4120.324 to the left,  improve=3.155844, (0 missing)
      c7  < 4250.714 to the right, improve=3.155844, (0 missing)
      c15 < 4628.943 to the right, improve=3.155844, (0 missing)
      c8  < 4088.139 to the right, improve=2.011905, (0 missing)
  Surrogate splits:
      c10 < 4624.266 to the left,  agree=0.857, adj=0.714, (0 split)
      c7  < 4227.093 to the right, agree=0.786, adj=0.571, (0 split)
      c15 < 4625.313 to the right, agree=0.786, adj=0.571, (0 split)
      c3  < 4006.153 to the left,  agree=0.714, adj=0.429, (0 split)
      c5  < 4120.324 to the left,  agree=0.714, adj=0.429, (0 split)

Node number 2943: 153 observations,    complexity param=0.000319081
  predicted class=open    expected loss=0.07189542  P(node) =0.01462016
    class counts:    11   142
   probabilities: 0.072 0.928 
  left son=5886 (15 obs) right son=5887 (138 obs)
  Primary splits:
      c13 < 4269.21  to the left,  improve=2.273373, (0 missing)
      c3  < 4033.231 to the right, improve=1.866442, (0 missing)
      c8  < 4067.346 to the left,  improve=1.745263, (0 missing)
      c5  < 4092.564 to the left,  improve=1.734090, (0 missing)
      c16 < 4367.338 to the left,  improve=1.654664, (0 missing)

Node number 3036: 2 observations
  predicted class=closed  expected loss=0  P(node) =0.0001911132
    class counts:     2     0
   probabilities: 1.000 0.000 

Node number 3037: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 3038: 2 observations,    complexity param=0.0001063603
  predicted class=closed  expected loss=0.5  P(node) =0.0001911132
    class counts:     1     1
   probabilities: 0.500 0.500 
  left son=6076 (1 obs) right son=6077 (1 obs)
  Primary splits:
      c1 < 4388.755 to the right, improve=1, (0 missing)
      c2 < 4299.565 to the right, improve=1, (0 missing)
      c3 < 4062.859 to the right, improve=1, (0 missing)
      c4 < 4618.128 to the right, improve=1, (0 missing)
      c5 < 4162.764 to the right, improve=1, (0 missing)

Node number 3039: 75 observations,    complexity param=0.0001063603
  predicted class=open    expected loss=0.02666667  P(node) =0.007166746
    class counts:     2    73
   probabilities: 0.027 0.973 
  left son=6078 (2 obs) right son=6079 (73 obs)
  Primary splits:
      c9  < 4199.645 to the right, improve=0.9207306, (0 missing)
      c2  < 4302.634 to the right, improve=0.4647619, (0 missing)
      c7  < 4219.483 to the left,  improve=0.2266667, (0 missing)
      c11 < 4224.932 to the right, improve=0.2133333, (0 missing)
      c10 < 4594.302 to the right, improve=0.1731841, (0 missing)

Node number 3060: 2 observations
  predicted class=closed  expected loss=0  P(node) =0.0001911132
    class counts:     2     0
   probabilities: 1.000 0.000 

Node number 3061: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 3062: 4 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.5  P(node) =0.0003822265
    class counts:     2     2
   probabilities: 0.500 0.500 
  left son=6124 (2 obs) right son=6125 (2 obs)
  Primary splits:
      c1  < 4324.07  to the right, improve=2, (0 missing)
      c4  < 4646.118 to the left,  improve=2, (0 missing)
      c8  < 4083.712 to the left,  improve=2, (0 missing)
      c9  < 4204.441 to the left,  improve=2, (0 missing)
      c10 < 4620.615 to the left,  improve=2, (0 missing)
  Surrogate splits:
      c4  < 4646.118 to the left,  agree=1, adj=1, (0 split)
      c8  < 4083.712 to the left,  agree=1, adj=1, (0 split)
      c9  < 4204.441 to the left,  agree=1, adj=1, (0 split)
      c10 < 4620.615 to the left,  agree=1, adj=1, (0 split)
      c11 < 4209.487 to the left,  agree=1, adj=1, (0 split)

Node number 3063: 48 observations,    complexity param=0.0001063603
  predicted class=open    expected loss=0.02083333  P(node) =0.004586718
    class counts:     1    47
   probabilities: 0.021 0.979 
  left son=6126 (4 obs) right son=6127 (44 obs)
  Primary splits:
      c7  < 4206.825 to the left,  improve=0.4583333, (0 missing)
      c3  < 4099.174 to the right, improve=0.2440476, (0 missing)
      c5  < 4158.362 to the right, improve=0.1805556, (0 missing)
      c12 < 4238.596 to the right, improve=0.1805556, (0 missing)
      c6  < 4354.01  to the right, improve=0.1583333, (0 missing)

Node number 3064: 2 observations
  predicted class=closed  expected loss=0  P(node) =0.0001911132
    class counts:     2     0
   probabilities: 1.000 0.000 

Node number 3065: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 3068: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 3069: 36 observations,    complexity param=0.0001063603
  predicted class=open    expected loss=0.02777778  P(node) =0.003440038
    class counts:     1    35
   probabilities: 0.028 0.972 
  left son=6138 (5 obs) right son=6139 (31 obs)
  Primary splits:
      c1  < 4425.331 to the left,  improve=0.3444444, (0 missing)
      c16 < 4462.451 to the left,  improve=0.3444444, (0 missing)
      c13 < 4307.378 to the left,  improve=0.2777778, (0 missing)
      c5  < 4162.145 to the left,  improve=0.2301587, (0 missing)
      c8  < 4061.134 to the left,  improve=0.1944444, (0 missing)
  Surrogate splits:
      c12 < 4271.72  to the right, agree=0.917, adj=0.4, (0 split)
      c3  < 4098.9   to the left,  agree=0.889, adj=0.2, (0 split)

Node number 3072: 214 observations,    complexity param=0.0001215547
  predicted class=closed  expected loss=0.02336449  P(node) =0.02044912
    class counts:   209     5
   probabilities: 0.977 0.023 
  left son=6144 (183 obs) right son=6145 (31 obs)
  Primary splits:
      c7  < 4232.3   to the left,  improve=0.3907161, (0 missing)
      c6  < 4319.252 to the right, improve=0.3026363, (0 missing)
      c13 < 4271.756 to the right, improve=0.2797155, (0 missing)
      c16 < 4359.693 to the left,  improve=0.2405718, (0 missing)
      c10 < 4608.149 to the left,  improve=0.2049516, (0 missing)
  Surrogate splits:
      c1  < 4315.683 to the left,  agree=0.869, adj=0.097, (0 split)
      c2  < 4282.923 to the left,  agree=0.860, adj=0.032, (0 split)
      c10 < 4631.679 to the left,  agree=0.860, adj=0.032, (0 split)
      c11 < 4220.216 to the left,  agree=0.860, adj=0.032, (0 split)
      c15 < 4626.527 to the left,  agree=0.860, adj=0.032, (0 split)

Node number 3073: 2 observations,    complexity param=0.0001215547
  predicted class=closed  expected loss=0.5  P(node) =0.0001911132
    class counts:     1     1
   probabilities: 0.500 0.500 
  left son=6146 (1 obs) right son=6147 (1 obs)
  Primary splits:
      c1 < 4278.678 to the right, improve=1, (0 missing)
      c2 < 4241.982 to the left,  improve=1, (0 missing)
      c3 < 3985.779 to the left,  improve=1, (0 missing)
      c4 < 4605.941 to the right, improve=1, (0 missing)
      c5 < 4114.493 to the right, improve=1, (0 missing)

Node number 3074: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 3075: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 3076: 7 observations
  predicted class=closed  expected loss=0  P(node) =0.0006688963
    class counts:     7     0
   probabilities: 1.000 0.000 

Node number 3077: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 3096: 24 observations
  predicted class=closed  expected loss=0  P(node) =0.002293359
    class counts:    24     0
   probabilities: 1.000 0.000 

Node number 3097: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 3098: 48 observations,    complexity param=0.0003722612
  predicted class=closed  expected loss=0.2291667  P(node) =0.004586718
    class counts:    37    11
   probabilities: 0.771 0.229 
  left son=6196 (44 obs) right son=6197 (4 obs)
  Primary splits:
      c3  < 3979.501 to the right, improve=5.185606, (0 missing)
      c4  < 4593.745 to the right, improve=3.637403, (0 missing)
      c7  < 4225.4   to the left,  improve=1.680556, (0 missing)
      c1  < 4298.815 to the right, improve=1.498874, (0 missing)
      c13 < 4266.354 to the right, improve=1.273485, (0 missing)

Node number 3099: 12 observations,    complexity param=0.0003722612
  predicted class=open    expected loss=0.25  P(node) =0.001146679
    class counts:     3     9
   probabilities: 0.250 0.750 
  left son=6198 (4 obs) right son=6199 (8 obs)
  Primary splits:
      c3  < 4008.815 to the right, improve=3.0, (0 missing)
      c5  < 4126.595 to the right, improve=2.7, (0 missing)
      c12 < 4208.213 to the left,  improve=2.7, (0 missing)
      c8  < 4048.877 to the right, improve=2.1, (0 missing)
      c2  < 4262.568 to the left,  improve=1.5, (0 missing)
  Surrogate splits:
      c12 < 4216.508 to the left,  agree=0.917, adj=0.75, (0 split)
      c5  < 4126.595 to the right, agree=0.833, adj=0.50, (0 split)
      c8  < 4046.753 to the right, agree=0.833, adj=0.50, (0 split)
      c13 < 4266.978 to the left,  agree=0.833, adj=0.50, (0 split)
      c15 < 4582.855 to the left,  agree=0.833, adj=0.50, (0 split)

Node number 3142: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 3143: 2 observations
  predicted class=open    expected loss=0  P(node) =0.0001911132
    class counts:     0     2
   probabilities: 0.000 1.000 

Node number 3144: 29 observations
  predicted class=closed  expected loss=0  P(node) =0.002771142
    class counts:    29     0
   probabilities: 1.000 0.000 

Node number 3145: 2 observations,    complexity param=0.0001063603
  predicted class=closed  expected loss=0.5  P(node) =0.0001911132
    class counts:     1     1
   probabilities: 0.500 0.500 
  left son=6290 (1 obs) right son=6291 (1 obs)
  Primary splits:
      c1 < 4298.73  to the left,  improve=1, (0 missing)
      c2 < 4263.616 to the left,  improve=1, (0 missing)
      c3 < 4013.256 to the left,  improve=1, (0 missing)
      c4 < 4610.153 to the right, improve=1, (0 missing)
      c5 < 4109.484 to the left,  improve=1, (0 missing)

Node number 3146: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 3147: 2 observations
  predicted class=open    expected loss=0  P(node) =0.0001911132
    class counts:     0     2
   probabilities: 0.000 1.000 

Node number 3148: 18 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.1111111  P(node) =0.001720019
    class counts:    16     2
   probabilities: 0.889 0.111 
  left son=6296 (17 obs) right son=6297 (1 obs)
  Primary splits:
      c10 < 4594.419 to the right, improve=1.6732030, (0 missing)
      c3  < 4002.454 to the right, improve=0.8888889, (0 missing)
      c5  < 4108.308 to the right, improve=0.8888889, (0 missing)
      c7  < 4218.221 to the right, improve=0.6984127, (0 missing)
      c8  < 4053.252 to the left,  improve=0.6805556, (0 missing)

Node number 3149: 8 observations,    complexity param=0.0004254414
  predicted class=open    expected loss=0.375  P(node) =0.0007644529
    class counts:     3     5
   probabilities: 0.375 0.625 
  left son=6298 (2 obs) right son=6299 (6 obs)
  Primary splits:
      c5  < 4114.935 to the right, improve=2.0833330, (0 missing)
      c9  < 4206.812 to the right, improve=2.0833330, (0 missing)
      c12 < 4239.659 to the left,  improve=1.3500000, (0 missing)
      c15 < 4597.263 to the left,  improve=1.3500000, (0 missing)
      c1  < 4276.672 to the left,  improve=0.8928571, (0 missing)
  Surrogate splits:
      c9  < 4206.812 to the right, agree=1.000, adj=1.0, (0 split)
      c1  < 4278.952 to the left,  agree=0.875, adj=0.5, (0 split)
      c4  < 4609.967 to the left,  agree=0.875, adj=0.5, (0 split)
      c10 < 4616.533 to the right, agree=0.875, adj=0.5, (0 split)
      c12 < 4232.951 to the left,  agree=0.875, adj=0.5, (0 split)

Node number 3150: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 3151: 9 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.1111111  P(node) =0.0008600096
    class counts:     1     8
   probabilities: 0.111 0.889 
  left son=6302 (1 obs) right son=6303 (8 obs)
  Primary splits:
      c3  < 4039.783 to the right, improve=1.777778, (0 missing)
      c5  < 4142.816 to the right, improve=1.777778, (0 missing)
      c7  < 4206.338 to the left,  improve=1.777778, (0 missing)
      c9  < 4172.042 to the left,  improve=1.777778, (0 missing)
      c10 < 4599.013 to the left,  improve=1.777778, (0 missing)

Node number 3152: 20 observations
  predicted class=closed  expected loss=0  P(node) =0.001911132
    class counts:    20     0
   probabilities: 1.000 0.000 

Node number 3153: 26 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.2307692  P(node) =0.002484472
    class counts:    20     6
   probabilities: 0.769 0.231 
  left son=6306 (21 obs) right son=6307 (5 obs)
  Primary splits:
      c3 < 3970.939 to the right, improve=1.687912, (0 missing)
      c7 < 4220.915 to the left,  improve=1.466063, (0 missing)
      c1 < 4266.148 to the right, improve=1.288740, (0 missing)
      c4 < 4611.968 to the left,  improve=1.256913, (0 missing)
      c2 < 4239.182 to the right, improve=1.230769, (0 missing)
  Surrogate splits:
      c5  < 4106.385 to the right, agree=0.885, adj=0.4, (0 split)
      c16 < 4330.499 to the right, agree=0.885, adj=0.4, (0 split)
      c1  < 4266.148 to the right, agree=0.846, adj=0.2, (0 split)
      c15 < 4596.632 to the left,  agree=0.846, adj=0.2, (0 split)

Node number 3166: 2 observations,    complexity param=0.0001063603
  predicted class=closed  expected loss=0.5  P(node) =0.0001911132
    class counts:     1     1
   probabilities: 0.500 0.500 
  left son=6332 (1 obs) right son=6333 (1 obs)
  Primary splits:
      c1 < 4282.273 to the right, improve=1, (0 missing)
      c2 < 4254.753 to the left,  improve=1, (0 missing)
      c3 < 3991.284 to the right, improve=1, (0 missing)
      c4 < 4612.151 to the right, improve=1, (0 missing)
      c5 < 4113.492 to the left,  improve=1, (0 missing)

Node number 3167: 15 observations
  predicted class=open    expected loss=0  P(node) =0.001433349
    class counts:     0    15
   probabilities: 0.000 1.000 

Node number 3200: 63 observations
  predicted class=closed  expected loss=0  P(node) =0.006020067
    class counts:    63     0
   probabilities: 1.000 0.000 

Node number 3201: 4 observations,    complexity param=0.0001063603
  predicted class=closed  expected loss=0.25  P(node) =0.0003822265
    class counts:     3     1
   probabilities: 0.750 0.250 
  left son=6402 (3 obs) right son=6403 (1 obs)
  Primary splits:
      c1  < 4293.822 to the left,  improve=1.5, (0 missing)
      c2  < 4252.87  to the right, improve=1.5, (0 missing)
      c9  < 4194.337 to the left,  improve=1.5, (0 missing)
      c10 < 4612.823 to the left,  improve=1.5, (0 missing)
      c11 < 4198.274 to the left,  improve=1.5, (0 missing)

Node number 3202: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 3203: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 3216: 26 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.03846154  P(node) =0.002484472
    class counts:    25     1
   probabilities: 0.962 0.038 
  left son=6432 (25 obs) right son=6433 (1 obs)
  Primary splits:
      c8  < 4054.237 to the left,  improve=1.9230770, (0 missing)
      c9  < 4196.547 to the left,  improve=0.5897436, (0 missing)
      c4  < 4615.374 to the right, improve=0.4230769, (0 missing)
      c3  < 4004.491 to the right, improve=0.3230769, (0 missing)
      c11 < 4199.291 to the left,  improve=0.2564103, (0 missing)

Node number 3217: 73 observations,    complexity param=0.0004786216
  predicted class=closed  expected loss=0.2739726  P(node) =0.006975633
    class counts:    53    20
   probabilities: 0.726 0.274 
  left son=6434 (48 obs) right son=6435 (25 obs)
  Primary splits:
      c1  < 4286.34  to the right, improve=3.227763, (0 missing)
      c7  < 4240.045 to the right, improve=2.374429, (0 missing)
      c16 < 4341.975 to the right, improve=2.048893, (0 missing)
      c15 < 4572.61  to the right, improve=1.917907, (0 missing)
      c9  < 4205.27  to the right, improve=1.883587, (0 missing)
  Surrogate splits:
      c16 < 4337.933 to the right, agree=0.808, adj=0.44, (0 split)
      c15 < 4608.715 to the left,  agree=0.767, adj=0.32, (0 split)
      c13 < 4268.145 to the right, agree=0.753, adj=0.28, (0 split)
      c2  < 4245.646 to the right, agree=0.712, adj=0.16, (0 split)
      c10 < 4610.991 to the right, agree=0.712, adj=0.16, (0 split)

Node number 3224: 9 observations
  predicted class=closed  expected loss=0  P(node) =0.0008600096
    class counts:     9     0
   probabilities: 1.000 0.000 

Node number 3225: 4 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.25  P(node) =0.0003822265
    class counts:     1     3
   probabilities: 0.250 0.750 
  left son=6450 (1 obs) right son=6451 (3 obs)
  Primary splits:
      c2 < 4258.43  to the left,  improve=1.5, (0 missing)
      c3 < 4028.668 to the right, improve=1.5, (0 missing)
      c5 < 4131.061 to the right, improve=1.5, (0 missing)
      c7 < 4198.609 to the left,  improve=1.5, (0 missing)
      c8 < 4053.242 to the right, improve=1.5, (0 missing)

Node number 3312: 11 observations
  predicted class=closed  expected loss=0  P(node) =0.001051123
    class counts:    11     0
   probabilities: 1.000 0.000 

Node number 3313: 2 observations,    complexity param=0.0001063603
  predicted class=closed  expected loss=0.5  P(node) =0.0001911132
    class counts:     1     1
   probabilities: 0.500 0.500 
  left son=6626 (1 obs) right son=6627 (1 obs)
  Primary splits:
      c1 < 4288.142 to the right, improve=1, (0 missing)
      c2 < 4254.103 to the left,  improve=1, (0 missing)
      c3 < 3996.035 to the right, improve=1, (0 missing)
      c4 < 4620.086 to the right, improve=1, (0 missing)
      c5 < 4123.516 to the left,  improve=1, (0 missing)

Node number 3314: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 3315: 2 observations
  predicted class=open    expected loss=0  P(node) =0.0001911132
    class counts:     0     2
   probabilities: 0.000 1.000 

Node number 3316: 4 observations
  predicted class=closed  expected loss=0  P(node) =0.0003822265
    class counts:     4     0
   probabilities: 1.000 0.000 

Node number 3317: 2 observations
  predicted class=open    expected loss=0  P(node) =0.0001911132
    class counts:     0     2
   probabilities: 0.000 1.000 

Node number 3322: 44 observations,    complexity param=0.000319081
  predicted class=open    expected loss=0.3636364  P(node) =0.004204491
    class counts:    16    28
   probabilities: 0.364 0.636 
  left son=6644 (19 obs) right son=6645 (25 obs)
  Primary splits:
      c10 < 4613.488 to the right, improve=3.100478, (0 missing)
      c7  < 4224.812 to the right, improve=2.585859, (0 missing)
      c11 < 4183.866 to the right, improve=2.201474, (0 missing)
      c15 < 4590.811 to the left,  improve=2.047034, (0 missing)
      c6  < 4350.636 to the right, improve=1.696970, (0 missing)
  Surrogate splits:
      c9 < 4199.744 to the right, agree=0.750, adj=0.421, (0 split)
      c5 < 4110.244 to the left,  agree=0.682, adj=0.263, (0 split)
      c6 < 4343.628 to the right, agree=0.682, adj=0.263, (0 split)
      c4 < 4619.447 to the right, agree=0.659, adj=0.211, (0 split)
      c7 < 4230.559 to the right, agree=0.659, adj=0.211, (0 split)

Node number 3323: 12 observations
  predicted class=open    expected loss=0  P(node) =0.001146679
    class counts:     0    12
   probabilities: 0.000 1.000 

Node number 3326: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 3327: 81 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.08641975  P(node) =0.007740086
    class counts:     7    74
   probabilities: 0.086 0.914 
  left son=6654 (46 obs) right son=6655 (35 obs)
  Primary splits:
      c8  < 4051.731 to the left,  improve=0.9205582, (0 missing)
      c4  < 4614.458 to the left,  improve=0.7901235, (0 missing)
      c12 < 4236.211 to the left,  improve=0.7901235, (0 missing)
      c11 < 4167.65  to the left,  improve=0.7015159, (0 missing)
      c1  < 4288.515 to the right, improve=0.6681075, (0 missing)
  Surrogate splits:
      c11 < 4190.687 to the right, agree=0.642, adj=0.171, (0 split)
      c10 < 4620.018 to the left,  agree=0.630, adj=0.143, (0 split)
      c12 < 4255.187 to the left,  agree=0.630, adj=0.143, (0 split)
      c2  < 4249.439 to the left,  agree=0.617, adj=0.114, (0 split)
      c9  < 4197.44  to the left,  agree=0.617, adj=0.114, (0 split)

Node number 3456: 41 observations
  predicted class=closed  expected loss=0  P(node) =0.003917821
    class counts:    41     0
   probabilities: 1.000 0.000 

Node number 3457: 4 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.5  P(node) =0.0003822265
    class counts:     2     2
   probabilities: 0.500 0.500 
  left son=6914 (2 obs) right son=6915 (2 obs)
  Primary splits:
      c4  < 4604.282 to the left,  improve=2, (0 missing)
      c6  < 4320.117 to the right, improve=2, (0 missing)
      c7  < 4206.3   to the left,  improve=2, (0 missing)
      c9  < 4175.998 to the left,  improve=2, (0 missing)
      c12 < 4235.505 to the left,  improve=2, (0 missing)
  Surrogate splits:
      c6  < 4320.117 to the right, agree=1, adj=1, (0 split)
      c7  < 4206.3   to the left,  agree=1, adj=1, (0 split)
      c9  < 4175.998 to the left,  agree=1, adj=1, (0 split)
      c12 < 4235.505 to the left,  agree=1, adj=1, (0 split)
      c15 < 4579.645 to the left,  agree=1, adj=1, (0 split)

Node number 3472: 69 observations,    complexity param=0.0006381621
  predicted class=closed  expected loss=0.2608696  P(node) =0.006593407
    class counts:    51    18
   probabilities: 0.739 0.261 
  left son=6944 (52 obs) right son=6945 (17 obs)
  Primary splits:
      c13 < 4254.677 to the right, improve=3.253492, (0 missing)
      c5  < 4122.459 to the left,  improve=2.845733, (0 missing)
      c3  < 4053.753 to the left,  improve=2.250487, (0 missing)
      c12 < 4292.561 to the left,  improve=2.250487, (0 missing)
      c1  < 4295.019 to the right, improve=1.977117, (0 missing)
  Surrogate splits:
      c3  < 3989.672 to the right, agree=0.783, adj=0.118, (0 split)
      c1  < 4275.525 to the right, agree=0.768, adj=0.059, (0 split)
      c10 < 4621.024 to the left,  agree=0.768, adj=0.059, (0 split)

Node number 3473: 5 observations
  predicted class=open    expected loss=0  P(node) =0.0004777831
    class counts:     0     5
   probabilities: 0.000 1.000 

Node number 3474: 7 observations,    complexity param=0.0004254414
  predicted class=closed  expected loss=0.2857143  P(node) =0.0006688963
    class counts:     5     2
   probabilities: 0.714 0.286 
  left son=6948 (5 obs) right son=6949 (2 obs)
  Primary splits:
      c1  < 4272.964 to the left,  improve=2.857143, (0 missing)
      c10 < 4611.175 to the left,  improve=2.857143, (0 missing)
      c16 < 4338.864 to the left,  improve=2.857143, (0 missing)
      c3  < 4003.098 to the right, improve=1.523810, (0 missing)
      c4  < 4615.374 to the right, improve=1.523810, (0 missing)
  Surrogate splits:
      c10 < 4611.175 to the left,  agree=1.000, adj=1.0, (0 split)
      c16 < 4338.864 to the left,  agree=1.000, adj=1.0, (0 split)
      c3  < 4003.098 to the right, agree=0.857, adj=0.5, (0 split)
      c4  < 4615.374 to the right, agree=0.857, adj=0.5, (0 split)
      c7  < 4213.016 to the left,  agree=0.857, adj=0.5, (0 split)

Node number 3475: 13 observations
  predicted class=open    expected loss=0  P(node) =0.001242236
    class counts:     0    13
   probabilities: 0.000 1.000 

Node number 3478: 3 observations,    complexity param=0.0001063603
  predicted class=open    expected loss=0.3333333  P(node) =0.0002866699
    class counts:     1     2
   probabilities: 0.333 0.667 
  left son=6956 (1 obs) right son=6957 (2 obs)
  Primary splits:
      c1  < 4292.415 to the left,  improve=1.333333, (0 missing)
      c3  < 3998.07  to the right, improve=1.333333, (0 missing)
      c9  < 4198.815 to the right, improve=1.333333, (0 missing)
      c10 < 4609.963 to the right, improve=1.333333, (0 missing)
      c11 < 4186.119 to the left,  improve=1.333333, (0 missing)

Node number 3479: 12 observations
  predicted class=open    expected loss=0  P(node) =0.001146679
    class counts:     0    12
   probabilities: 0.000 1.000 

Node number 3484: 5 observations
  predicted class=closed  expected loss=0  P(node) =0.0004777831
    class counts:     5     0
   probabilities: 1.000 0.000 

Node number 3485: 6 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.1666667  P(node) =0.0005733397
    class counts:     1     5
   probabilities: 0.167 0.833 
  left son=6970 (1 obs) right son=6971 (5 obs)
  Primary splits:
      c5  < 4100.306 to the left,  improve=1.666667, (0 missing)
      c8  < 4050.37  to the left,  improve=1.666667, (0 missing)
      c9  < 4199.299 to the right, improve=1.666667, (0 missing)
      c12 < 4275.156 to the right, improve=1.666667, (0 missing)
      c13 < 4249.465 to the left,  improve=1.666667, (0 missing)

Node number 3486: 6 observations,    complexity param=0.000319081
  predicted class=closed  expected loss=0.5  P(node) =0.0005733397
    class counts:     3     3
   probabilities: 0.500 0.500 
  left son=6972 (3 obs) right son=6973 (3 obs)
  Primary splits:
      c15 < 4597.178 to the left,  improve=3.0, (0 missing)
      c1  < 4280.678 to the right, improve=1.5, (0 missing)
      c3  < 3998.74  to the right, improve=1.5, (0 missing)
      c4  < 4611.022 to the left,  improve=1.5, (0 missing)
      c5  < 4113.03  to the left,  improve=1.5, (0 missing)
  Surrogate splits:
      c1 < 4280.678 to the right, agree=0.833, adj=0.667, (0 split)
      c3 < 3998.74  to the right, agree=0.833, adj=0.667, (0 split)
      c4 < 4611.022 to the left,  agree=0.833, adj=0.667, (0 split)
      c5 < 4113.03  to the left,  agree=0.833, adj=0.667, (0 split)
      c6 < 4333.454 to the right, agree=0.833, adj=0.667, (0 split)

Node number 3487: 46 observations,    complexity param=0.000319081
  predicted class=open    expected loss=0.08695652  P(node) =0.004395604
    class counts:     4    42
   probabilities: 0.087 0.913 
  left son=6974 (9 obs) right son=6975 (37 obs)
  Primary splits:
      c16 < 4326.412 to the left,  improve=1.3584020, (0 missing)
      c7  < 4218.634 to the left,  improve=0.9043478, (0 missing)
      c15 < 4597.434 to the right, improve=0.6525621, (0 missing)
      c12 < 4211.544 to the left,  improve=0.5148741, (0 missing)
      c4  < 4617.107 to the left,  improve=0.4472050, (0 missing)
  Surrogate splits:
      c13 < 4250.522 to the left,  agree=0.848, adj=0.222, (0 split)
      c15 < 4568.119 to the left,  agree=0.848, adj=0.222, (0 split)
      c1  < 4259.068 to the left,  agree=0.826, adj=0.111, (0 split)
      c7  < 4202.162 to the left,  agree=0.826, adj=0.111, (0 split)

Node number 3500: 4 observations
  predicted class=closed  expected loss=0  P(node) =0.0003822265
    class counts:     4     0
   probabilities: 1.000 0.000 

Node number 3501: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 3502: 11 observations,    complexity param=0.0004254414
  predicted class=closed  expected loss=0.4545455  P(node) =0.001051123
    class counts:     6     5
   probabilities: 0.545 0.455 
  left son=7004 (4 obs) right son=7005 (7 obs)
  Primary splits:
      c4 < 4604.454 to the left,  improve=2.597403, (0 missing)
      c5 < 4104.01  to the left,  improve=2.597403, (0 missing)
      c7 < 4214.439 to the left,  improve=2.597403, (0 missing)
      c6 < 4334.502 to the left,  improve=2.454545, (0 missing)
      c9 < 4200.14  to the left,  improve=2.454545, (0 missing)
  Surrogate splits:
      c7  < 4214.439 to the left,  agree=1.000, adj=1.00, (0 split)
      c3  < 3976.98  to the left,  agree=0.909, adj=0.75, (0 split)
      c6  < 4319.001 to the left,  agree=0.909, adj=0.75, (0 split)
      c8  < 4038.78  to the left,  agree=0.818, adj=0.50, (0 split)
      c16 < 4325.712 to the left,  agree=0.818, adj=0.50, (0 split)

Node number 3503: 62 observations,    complexity param=0.0002836276
  predicted class=open    expected loss=0.1451613  P(node) =0.00592451
    class counts:     9    53
   probabilities: 0.145 0.855 
  left son=7006 (14 obs) right son=7007 (48 obs)
  Primary splits:
      c1  < 4261.617 to the left,  improve=1.625192, (0 missing)
      c6  < 4349.572 to the right, improve=1.485457, (0 missing)
      c8  < 4026.52  to the left,  improve=1.485457, (0 missing)
      c12 < 4169.218 to the left,  improve=1.485457, (0 missing)
      c15 < 4604.881 to the right, improve=1.485457, (0 missing)
  Surrogate splits:
      c11 < 4172.626 to the left,  agree=0.855, adj=0.357, (0 split)
      c2  < 4233.719 to the left,  agree=0.823, adj=0.214, (0 split)
      c16 < 4319.815 to the left,  agree=0.823, adj=0.214, (0 split)
      c7  < 4196.869 to the left,  agree=0.806, adj=0.143, (0 split)
      c4  < 4590.971 to the left,  agree=0.790, adj=0.071, (0 split)

Node number 3516: 2 observations
  predicted class=closed  expected loss=0  P(node) =0.0001911132
    class counts:     2     0
   probabilities: 1.000 0.000 

Node number 3517: 33 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.1515152  P(node) =0.003153368
    class counts:     5    28
   probabilities: 0.152 0.848 
  left son=7034 (6 obs) right son=7035 (27 obs)
  Primary splits:
      c12 < 4250.689 to the right, improve=1.781145, (0 missing)
      c10 < 4612.775 to the left,  improve=1.484848, (0 missing)
      c3  < 3980.114 to the right, improve=1.426025, (0 missing)
      c1  < 4274.392 to the left,  improve=1.363969, (0 missing)
      c16 < 4342.894 to the left,  improve=1.246753, (0 missing)
  Surrogate splits:
      c6 < 4346.605 to the right, agree=0.848, adj=0.167, (0 split)

Node number 3518: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 3519: 87 observations,    complexity param=0.0001063603
  predicted class=open    expected loss=0.01149425  P(node) =0.008313426
    class counts:     1    86
   probabilities: 0.011 0.989 
  left son=7038 (2 obs) right son=7039 (85 obs)
  Primary splits:
      c8  < 4053.667 to the right, improve=0.9770115, (0 missing)
      c6  < 4318.624 to the left,  improve=0.3103448, (0 missing)
      c1  < 4290.185 to the right, improve=0.2270115, (0 missing)
      c10 < 4609.234 to the right, improve=0.1588297, (0 missing)
      c11 < 4178.508 to the left,  improve=0.1436782, (0 missing)

Node number 3600: 28 observations
  predicted class=closed  expected loss=0  P(node) =0.002675585
    class counts:    28     0
   probabilities: 1.000 0.000 

Node number 3601: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 3618: 4 observations
  predicted class=closed  expected loss=0  P(node) =0.0003822265
    class counts:     4     0
   probabilities: 1.000 0.000 

Node number 3619: 3 observations,    complexity param=0.0001418138
  predicted class=open    expected loss=0.3333333  P(node) =0.0002866699
    class counts:     1     2
   probabilities: 0.333 0.667 
  left son=7238 (1 obs) right son=7239 (2 obs)
  Primary splits:
      c1 < 4319.027 to the right, improve=1.333333, (0 missing)
      c2 < 4269.943 to the left,  improve=1.333333, (0 missing)
      c3 < 3999.851 to the left,  improve=1.333333, (0 missing)
      c4 < 4618.497 to the right, improve=1.333333, (0 missing)
      c5 < 4121.225 to the left,  improve=1.333333, (0 missing)

Node number 3620: 6 observations
  predicted class=closed  expected loss=0  P(node) =0.0005733397
    class counts:     6     0
   probabilities: 1.000 0.000 

Node number 3621: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 3624: 22 observations,    complexity param=0.0004254414
  predicted class=closed  expected loss=0.1818182  P(node) =0.002102246
    class counts:    18     4
   probabilities: 0.818 0.182 
  left son=7248 (20 obs) right son=7249 (2 obs)
  Primary splits:
      c11 < 4158.846 to the right, improve=2.945455, (0 missing)
      c2  < 4257.888 to the right, improve=1.745455, (0 missing)
      c1  < 4325.172 to the left,  improve=1.402597, (0 missing)
      c12 < 4203.742 to the right, improve=1.402597, (0 missing)
      c9  < 4194.873 to the right, improve=1.212121, (0 missing)

Node number 3625: 2 observations
  predicted class=open    expected loss=0  P(node) =0.0001911132
    class counts:     0     2
   probabilities: 0.000 1.000 

Node number 3632: 419 observations,    complexity param=0.001595405
  predicted class=closed  expected loss=0.3508353  P(node) =0.04003822
    class counts:   272   147
   probabilities: 0.649 0.351 
  left son=7264 (234 obs) right son=7265 (185 obs)
  Primary splits:
      c2  < 4252.655 to the left,  improve=12.191210, (0 missing)
      c9  < 4191.732 to the left,  improve=10.822130, (0 missing)
      c11 < 4202.115 to the left,  improve= 7.470605, (0 missing)
      c3  < 3971.175 to the left,  improve= 7.127052, (0 missing)
      c4  < 4607.406 to the left,  improve= 6.637453, (0 missing)
  Surrogate splits:
      c13 < 4276.647 to the left,  agree=0.654, adj=0.216, (0 split)
      c16 < 4348.455 to the left,  agree=0.630, adj=0.162, (0 split)
      c3  < 3990.364 to the left,  agree=0.611, adj=0.119, (0 split)
      c1  < 4285.481 to the left,  agree=0.609, adj=0.114, (0 split)
      c5  < 4109.684 to the left,  agree=0.601, adj=0.097, (0 split)

Node number 3633: 59 observations,    complexity param=0.0008508828
  predicted class=open    expected loss=0.3220339  P(node) =0.00563784
    class counts:    19    40
   probabilities: 0.322 0.678 
  left son=7266 (18 obs) right son=7267 (41 obs)
  Primary splits:
      c8  < 4060.762 to the left,  improve=4.329108, (0 missing)
      c2  < 4242.773 to the right, improve=4.171803, (0 missing)
      c13 < 4279.095 to the right, improve=3.944530, (0 missing)
      c12 < 4224.744 to the right, improve=3.541535, (0 missing)
      c1  < 4283.408 to the right, improve=3.354191, (0 missing)
  Surrogate splits:
      c12 < 4231.549 to the right, agree=0.763, adj=0.222, (0 split)
      c9  < 4180.188 to the left,  agree=0.729, adj=0.111, (0 split)
      c10 < 4594.785 to the left,  agree=0.729, adj=0.111, (0 split)
      c13 < 4279.095 to the right, agree=0.729, adj=0.111, (0 split)
      c16 < 4357.192 to the right, agree=0.729, adj=0.111, (0 split)

Node number 3634: 223 observations,    complexity param=0.003935333
  predicted class=closed  expected loss=0.4843049  P(node) =0.02130913
    class counts:   115   108
   probabilities: 0.516 0.484 
  left son=7268 (151 obs) right son=7269 (72 obs)
  Primary splits:
      c1  < 4284.138 to the right, improve=10.673250, (0 missing)
      c11 < 4189.112 to the left,  improve= 8.552477, (0 missing)
      c16 < 4343.773 to the right, improve= 7.938333, (0 missing)
      c15 < 4580.247 to the left,  improve= 7.044651, (0 missing)
      c10 < 4627.235 to the right, improve= 5.092800, (0 missing)
  Surrogate splits:
      c16 < 4339.03  to the right, agree=0.717, adj=0.125, (0 split)
      c3  < 3976.49  to the right, agree=0.713, adj=0.111, (0 split)
      c2  < 4242.175 to the right, agree=0.695, adj=0.056, (0 split)
      c4  < 4614.982 to the left,  agree=0.695, adj=0.056, (0 split)
      c5  < 4111.863 to the right, agree=0.691, adj=0.042, (0 split)

Node number 3635: 333 observations,    complexity param=0.001595405
  predicted class=open    expected loss=0.3213213  P(node) =0.03182035
    class counts:   107   226
   probabilities: 0.321 0.679 
  left son=7270 (76 obs) right son=7271 (257 obs)
  Primary splits:
      c7  < 4232.283 to the right, improve=7.247989, (0 missing)
      c2  < 4229.724 to the left,  improve=3.729638, (0 missing)
      c3  < 3981.143 to the left,  improve=3.524783, (0 missing)
      c1  < 4267.224 to the left,  improve=3.203598, (0 missing)
      c11 < 4153.831 to the right, improve=3.017802, (0 missing)
  Surrogate splits:
      c9  < 4215.385 to the right, agree=0.811, adj=0.171, (0 split)
      c11 < 4212.629 to the right, agree=0.802, adj=0.132, (0 split)
      c10 < 4628.776 to the right, agree=0.796, adj=0.105, (0 split)
      c15 < 4616.765 to the right, agree=0.790, adj=0.079, (0 split)
      c13 < 4289.133 to the right, agree=0.787, adj=0.066, (0 split)

Node number 3636: 59 observations,    complexity param=0.0007445224
  predicted class=closed  expected loss=0.2542373  P(node) =0.00563784
    class counts:    44    15
   probabilities: 0.746 0.254 
  left son=7272 (40 obs) right son=7273 (19 obs)
  Primary splits:
      c10 < 4624.647 to the left,  improve=5.909723, (0 missing)
      c13 < 4281.524 to the left,  improve=4.237746, (0 missing)
      c12 < 4242.45  to the left,  improve=3.693516, (0 missing)
      c11 < 4200.873 to the left,  improve=3.656215, (0 missing)
      c4  < 4621.046 to the left,  improve=3.128979, (0 missing)
  Surrogate splits:
      c11 < 4207.533 to the left,  agree=0.746, adj=0.211, (0 split)
      c2  < 4247.988 to the right, agree=0.729, adj=0.158, (0 split)
      c7  < 4248.673 to the left,  agree=0.729, adj=0.158, (0 split)
      c9  < 4216.841 to the left,  agree=0.729, adj=0.158, (0 split)
      c6  < 4332.698 to the right, agree=0.712, adj=0.105, (0 split)

Node number 3637: 24 observations,    complexity param=0.0006381621
  predicted class=open    expected loss=0.2916667  P(node) =0.002293359
    class counts:     7    17
   probabilities: 0.292 0.708 
  left son=7274 (9 obs) right son=7275 (15 obs)
  Primary splits:
      c8  < 4088.494 to the left,  improve=4.050000, (0 missing)
      c15 < 4585.409 to the right, improve=3.455128, (0 missing)
      c5  < 4127.942 to the right, improve=3.440476, (0 missing)
      c13 < 4278.996 to the left,  improve=2.450000, (0 missing)
      c2  < 4275.862 to the right, improve=2.189394, (0 missing)
  Surrogate splits:
      c3  < 4000.589 to the right, agree=0.833, adj=0.556, (0 split)
      c9  < 4189.672 to the left,  agree=0.792, adj=0.444, (0 split)
      c5  < 4127.942 to the right, agree=0.750, adj=0.333, (0 split)
      c7  < 4226.573 to the left,  agree=0.750, adj=0.333, (0 split)
      c11 < 4179.287 to the left,  agree=0.750, adj=0.333, (0 split)

Node number 3638: 355 observations,    complexity param=0.001914486
  predicted class=open    expected loss=0.4338028  P(node) =0.0339226
    class counts:   154   201
   probabilities: 0.434 0.566 
  left son=7276 (248 obs) right son=7277 (107 obs)
  Primary splits:
      c15 < 4606.477 to the left,  improve=17.284950, (0 missing)
      c12 < 4214.272 to the left,  improve= 7.364124, (0 missing)
      c3  < 3995.813 to the right, improve= 5.550982, (0 missing)
      c11 < 4211.414 to the left,  improve= 5.355876, (0 missing)
      c6  < 4326.127 to the right, improve= 4.769040, (0 missing)
  Surrogate splits:
      c11 < 4211.157 to the left,  agree=0.752, adj=0.178, (0 split)
      c8  < 4055.573 to the right, agree=0.724, adj=0.084, (0 split)
      c7  < 4246.624 to the left,  agree=0.718, adj=0.065, (0 split)
      c2  < 4278.22  to the left,  agree=0.707, adj=0.028, (0 split)
      c6  < 4319.799 to the right, agree=0.707, adj=0.028, (0 split)

Node number 3639: 522 observations,    complexity param=0.0009217897
  predicted class=open    expected loss=0.2528736  P(node) =0.04988055
    class counts:   132   390
   probabilities: 0.253 0.747 
  left son=7278 (204 obs) right son=7279 (318 obs)
  Primary splits:
      c11 < 4194.854 to the left,  improve=7.379559, (0 missing)
      c7  < 4244.344 to the right, improve=6.004826, (0 missing)
      c2  < 4242.553 to the left,  improve=4.744600, (0 missing)
      c4  < 4620.83  to the left,  improve=4.487802, (0 missing)
      c15 < 4600.231 to the left,  improve=3.503652, (0 missing)
  Surrogate splits:
      c15 < 4590.079 to the left,  agree=0.697, adj=0.225, (0 split)
      c13 < 4258.522 to the left,  agree=0.669, adj=0.152, (0 split)
      c9  < 4191.495 to the left,  agree=0.663, adj=0.137, (0 split)
      c10 < 4601.712 to the left,  agree=0.653, adj=0.113, (0 split)
      c7  < 4216.673 to the left,  agree=0.649, adj=0.103, (0 split)

Node number 3640: 12 observations
  predicted class=closed  expected loss=0  P(node) =0.001146679
    class counts:    12     0
   probabilities: 1.000 0.000 

Node number 3641: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 3642: 10 observations,    complexity param=0.0004254414
  predicted class=closed  expected loss=0.3  P(node) =0.0009555662
    class counts:     7     3
   probabilities: 0.700 0.300 
  left son=7284 (8 obs) right son=7285 (2 obs)
  Primary splits:
      c2  < 4274.337 to the left,  improve=2.450000, (0 missing)
      c4  < 4622.717 to the left,  improve=2.450000, (0 missing)
      c1  < 4303.754 to the right, improve=1.200000, (0 missing)
      c10 < 4600.069 to the right, improve=1.200000, (0 missing)
      c9  < 4191.027 to the right, improve=1.152381, (0 missing)
  Surrogate splits:
      c4 < 4622.717 to the left,  agree=1, adj=1, (0 split)

Node number 3643: 38 observations,    complexity param=0.0004254414
  predicted class=open    expected loss=0.1578947  P(node) =0.003631151
    class counts:     6    32
   probabilities: 0.158 0.842 
  left son=7286 (2 obs) right son=7287 (36 obs)
  Primary splits:
      c12 < 4256.197 to the right, improve=2.994152, (0 missing)
      c16 < 4349.572 to the left,  improve=2.605263, (0 missing)
      c9  < 4194.125 to the left,  improve=2.371930, (0 missing)
      c6  < 4336.074 to the left,  improve=2.250718, (0 missing)
      c3  < 4029.924 to the left,  improve=2.031417, (0 missing)

Node number 3644: 5 observations
  predicted class=closed  expected loss=0  P(node) =0.0004777831
    class counts:     5     0
   probabilities: 1.000 0.000 

Node number 3645: 22 observations,    complexity param=0.0004254414
  predicted class=open    expected loss=0.2272727  P(node) =0.002102246
    class counts:     5    17
   probabilities: 0.227 0.773 
  left son=7290 (6 obs) right son=7291 (16 obs)
  Primary splits:
      c9  < 4182.876 to the left,  improve=3.185606, (0 missing)
      c5  < 4142.074 to the right, improve=2.627273, (0 missing)
      c8  < 4060.53  to the left,  improve=2.627273, (0 missing)
      c10 < 4600.401 to the left,  improve=2.432035, (0 missing)
      c1  < 4297.26  to the right, improve=1.436674, (0 missing)
  Surrogate splits:
      c7  < 4202.258 to the left,  agree=0.864, adj=0.500, (0 split)
      c5  < 4137.698 to the right, agree=0.818, adj=0.333, (0 split)
      c8  < 4060.53  to the left,  agree=0.818, adj=0.333, (0 split)
      c12 < 4205.133 to the left,  agree=0.818, adj=0.333, (0 split)
      c2  < 4251.798 to the left,  agree=0.773, adj=0.167, (0 split)

Node number 3646: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 3647: 157 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.04458599  P(node) =0.01500239
    class counts:     7   150
   probabilities: 0.045 0.955 
  left son=7294 (1 obs) right son=7295 (156 obs)
  Primary splits:
      c13 < 4242.755 to the left,  improve=1.8373350, (0 missing)
      c4  < 4621.114 to the right, improve=0.9554638, (0 missing)
      c1  < 4307.963 to the right, improve=0.7113666, (0 missing)
      c8  < 4074.191 to the right, improve=0.7044949, (0 missing)
      c15 < 4595.265 to the left,  improve=0.6198695, (0 missing)

Node number 3772: 2 observations
  predicted class=closed  expected loss=0  P(node) =0.0001911132
    class counts:     2     0
   probabilities: 1.000 0.000 

Node number 3773: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 3774: 7 observations,    complexity param=0.0001418138
  predicted class=open    expected loss=0.2857143  P(node) =0.0006688963
    class counts:     2     5
   probabilities: 0.286 0.714 
  left son=7548 (3 obs) right son=7549 (4 obs)
  Primary splits:
      c15 < 4580.325 to the right, improve=1.523810, (0 missing)
      c2  < 4231.72  to the left,  improve=1.190476, (0 missing)
      c4  < 4617.15  to the right, improve=1.190476, (0 missing)
      c6  < 4339.257 to the right, improve=1.190476, (0 missing)
      c9  < 4192.893 to the left,  improve=1.190476, (0 missing)
  Surrogate splits:
      c3  < 3966.657 to the right, agree=0.857, adj=0.667, (0 split)
      c5  < 4103.563 to the right, agree=0.857, adj=0.667, (0 split)
      c6  < 4325.686 to the right, agree=0.857, adj=0.667, (0 split)
      c8  < 4076.688 to the right, agree=0.857, adj=0.667, (0 split)
      c12 < 4234.74  to the left,  agree=0.857, adj=0.667, (0 split)

Node number 3775: 37 observations
  predicted class=open    expected loss=0  P(node) =0.003535595
    class counts:     0    37
   probabilities: 0.000 1.000 

Node number 3782: 2 observations
  predicted class=closed  expected loss=0  P(node) =0.0001911132
    class counts:     2     0
   probabilities: 1.000 0.000 

Node number 3783: 7 observations
  predicted class=open    expected loss=0  P(node) =0.0006688963
    class counts:     0     7
   probabilities: 0.000 1.000 

Node number 3786: 2 observations
  predicted class=closed  expected loss=0  P(node) =0.0001911132
    class counts:     2     0
   probabilities: 1.000 0.000 

Node number 3787: 4 observations
  predicted class=open    expected loss=0  P(node) =0.0003822265
    class counts:     0     4
   probabilities: 0.000 1.000 

Node number 3788: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 3789: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 3808: 13 observations
  predicted class=closed  expected loss=0  P(node) =0.001242236
    class counts:    13     0
   probabilities: 1.000 0.000 

Node number 3809: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 3810: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 3811: 2 observations
  predicted class=open    expected loss=0  P(node) =0.0001911132
    class counts:     0     2
   probabilities: 0.000 1.000 

Node number 3820: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 3821: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 3832: 16 observations,    complexity param=0.0004254414
  predicted class=closed  expected loss=0.1875  P(node) =0.001528906
    class counts:    13     3
   probabilities: 0.813 0.188 
  left son=7664 (14 obs) right son=7665 (2 obs)
  Primary splits:
      c3  < 4019.296 to the left,  improve=3.017857, (0 missing)
      c13 < 4263.975 to the left,  improve=2.475000, (0 missing)
      c1  < 4272.935 to the left,  improve=1.446429, (0 missing)
      c4  < 4611.385 to the left,  improve=1.446429, (0 missing)
      c5  < 4129.159 to the left,  improve=1.408333, (0 missing)

Node number 3833: 5 observations
  predicted class=open    expected loss=0  P(node) =0.0004777831
    class counts:     0     5
   probabilities: 0.000 1.000 

Node number 3834: 3 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.3333333  P(node) =0.0002866699
    class counts:     2     1
   probabilities: 0.667 0.333 
  left son=7668 (2 obs) right son=7669 (1 obs)
  Primary splits:
      c1 < 4269.309 to the right, improve=1.333333, (0 missing)
      c3 < 4019.894 to the left,  improve=1.333333, (0 missing)
      c4 < 4596.788 to the right, improve=1.333333, (0 missing)
      c7 < 4197.712 to the right, improve=1.333333, (0 missing)
      c8 < 4065.506 to the left,  improve=1.333333, (0 missing)

Node number 3835: 29 observations
  predicted class=open    expected loss=0  P(node) =0.002771142
    class counts:     0    29
   probabilities: 0.000 1.000 

Node number 3836: 3 observations
  predicted class=closed  expected loss=0  P(node) =0.0002866699
    class counts:     3     0
   probabilities: 1.000 0.000 

Node number 3837: 7 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.1428571  P(node) =0.0006688963
    class counts:     1     6
   probabilities: 0.143 0.857 
  left son=7674 (1 obs) right son=7675 (6 obs)
  Primary splits:
      c4  < 4597.857 to the left,  improve=1.7142860, (0 missing)
      c6  < 4318.903 to the right, improve=1.7142860, (0 missing)
      c10 < 4600.823 to the left,  improve=1.7142860, (0 missing)
      c16 < 4329.935 to the right, improve=1.7142860, (0 missing)
      c1  < 4279.645 to the right, improve=0.7142857, (0 missing)

Node number 3838: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 3839: 387 observations,    complexity param=0.000319081
  predicted class=open    expected loss=0.05943152  P(node) =0.03698041
    class counts:    23   364
   probabilities: 0.059 0.941 
  left son=7678 (1 obs) right son=7679 (386 obs)
  Primary splits:
      c3  < 4050.597 to the right, improve=1.7739220, (0 missing)
      c16 < 4281.684 to the left,  improve=1.6581700, (0 missing)
      c12 < 4230.309 to the left,  improve=1.3430240, (0 missing)
      c10 < 4615.71  to the right, improve=1.2432460, (0 missing)
      c1  < 4268.626 to the right, improve=0.8799024, (0 missing)

Node number 3970: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 3971: 2 observations
  predicted class=open    expected loss=0  P(node) =0.0001911132
    class counts:     0     2
   probabilities: 0.000 1.000 

Node number 3972: 38 observations,    complexity param=0.0004254414
  predicted class=closed  expected loss=0.2631579  P(node) =0.003631151
    class counts:    28    10
   probabilities: 0.737 0.263 
  left son=7944 (36 obs) right son=7945 (2 obs)
  Primary splits:
      c1  < 4303.29  to the left,  improve=2.292398, (0 missing)
      c2  < 4273.805 to the left,  improve=2.292398, (0 missing)
      c6  < 4360.406 to the left,  improve=2.292398, (0 missing)
      c10 < 4646.639 to the left,  improve=2.292398, (0 missing)
      c5  < 4141.421 to the left,  improve=2.119195, (0 missing)

Node number 3973: 3 observations
  predicted class=open    expected loss=0  P(node) =0.0002866699
    class counts:     0     3
   probabilities: 0.000 1.000 

Node number 3974: 15 observations,    complexity param=0.0006381621
  predicted class=closed  expected loss=0.4  P(node) =0.001433349
    class counts:     9     6
   probabilities: 0.600 0.400 
  left son=7948 (12 obs) right son=7949 (3 obs)
  Primary splits:
      c5  < 4108.951 to the right, improve=2.700000, (0 missing)
      c11 < 4211.928 to the left,  improve=2.700000, (0 missing)
      c10 < 4626.831 to the left,  improve=1.735714, (0 missing)
      c3  < 3991.122 to the right, improve=1.661538, (0 missing)
      c6  < 4359.432 to the left,  improve=1.661538, (0 missing)
  Surrogate splits:
      c3  < 3991.122 to the right, agree=0.933, adj=0.667, (0 split)
      c6  < 4336.839 to the right, agree=0.867, adj=0.333, (0 split)
      c11 < 4211.928 to the left,  agree=0.867, adj=0.333, (0 split)

Node number 3975: 19 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.1052632  P(node) =0.001815576
    class counts:     2    17
   probabilities: 0.105 0.895 
  left son=7950 (4 obs) right son=7951 (15 obs)
  Primary splits:
      c7  < 4222.359 to the left,  improve=1.5789470, (0 missing)
      c9  < 4220.765 to the right, improve=1.5789470, (0 missing)
      c8  < 4101.135 to the right, improve=0.9122807, (0 missing)
      c12 < 4238.81  to the right, improve=0.9122807, (0 missing)
      c15 < 4602.359 to the right, improve=0.9122807, (0 missing)
  Surrogate splits:
      c1 < 4308.196 to the right, agree=0.895, adj=0.5, (0 split)

Node number 3976: 26 observations
  predicted class=closed  expected loss=0  P(node) =0.002484472
    class counts:    26     0
   probabilities: 1.000 0.000 

Node number 3977: 5 observations,    complexity param=0.000319081
  predicted class=open    expected loss=0.4  P(node) =0.0004777831
    class counts:     2     3
   probabilities: 0.400 0.600 
  left son=7954 (2 obs) right son=7955 (3 obs)
  Primary splits:
      c4  < 4631.391 to the right, improve=2.400000, (0 missing)
      c6  < 4361.744 to the right, improve=2.400000, (0 missing)
      c16 < 4354.3   to the right, improve=2.400000, (0 missing)
      c9  < 4205.073 to the right, improve=1.066667, (0 missing)
      c11 < 4212.977 to the right, improve=1.066667, (0 missing)
  Surrogate splits:
      c6  < 4361.744 to the right, agree=1.0, adj=1.0, (0 split)
      c16 < 4354.3   to the right, agree=1.0, adj=1.0, (0 split)
      c9  < 4205.073 to the right, agree=0.8, adj=0.5, (0 split)
      c11 < 4212.977 to the right, agree=0.8, adj=0.5, (0 split)

Node number 3978: 9 observations,    complexity param=0.0004254414
  predicted class=closed  expected loss=0.2222222  P(node) =0.0008600096
    class counts:     7     2
   probabilities: 0.778 0.222 
  left son=7956 (7 obs) right son=7957 (2 obs)
  Primary splits:
      c6  < 4346.68  to the right, improve=3.111111, (0 missing)
      c16 < 4339.79  to the right, improve=3.111111, (0 missing)
      c2  < 4269.857 to the right, improve=1.777778, (0 missing)
      c11 < 4187.354 to the right, improve=1.777778, (0 missing)
      c12 < 4238.45  to the left,  improve=1.777778, (0 missing)
  Surrogate splits:
      c16 < 4339.79  to the right, agree=1.000, adj=1.0, (0 split)
      c2  < 4269.857 to the right, agree=0.889, adj=0.5, (0 split)
      c11 < 4187.354 to the right, agree=0.889, adj=0.5, (0 split)
      c12 < 4238.45  to the left,  agree=0.889, adj=0.5, (0 split)

Node number 3979: 13 observations
  predicted class=open    expected loss=0  P(node) =0.001242236
    class counts:     0    13
   probabilities: 0.000 1.000 

Node number 3980: 28 observations,    complexity param=0.0008508828
  predicted class=closed  expected loss=0.2857143  P(node) =0.002675585
    class counts:    20     8
   probabilities: 0.714 0.286 
  left son=7960 (20 obs) right son=7961 (8 obs)
  Primary splits:
      c16 < 4345.851 to the right, improve=4.828571, (0 missing)
      c5  < 4126.759 to the left,  improve=3.219876, (0 missing)
      c9  < 4209.275 to the left,  improve=3.219876, (0 missing)
      c2  < 4248.658 to the right, improve=2.197802, (0 missing)
      c6  < 4361.991 to the left,  improve=2.197802, (0 missing)
  Surrogate splits:
      c11 < 4190.988 to the right, agree=0.857, adj=0.500, (0 split)
      c1  < 4278.037 to the right, agree=0.821, adj=0.375, (0 split)
      c15 < 4576.403 to the right, agree=0.821, adj=0.375, (0 split)
      c4  < 4625.665 to the right, agree=0.786, adj=0.250, (0 split)
      c5  < 4127.213 to the left,  agree=0.786, adj=0.250, (0 split)

Node number 3981: 22 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.1363636  P(node) =0.002102246
    class counts:     3    19
   probabilities: 0.136 0.864 
  left son=7962 (1 obs) right son=7963 (21 obs)
  Primary splits:
      c4  < 4623.871 to the left,  improve=1.562771, (0 missing)
      c6  < 4348.239 to the left,  improve=1.562771, (0 missing)
      c8  < 4081.082 to the left,  improve=1.562771, (0 missing)
      c11 < 4209.434 to the left,  improve=1.431818, (0 missing)
      c1  < 4301.885 to the right, improve=1.181818, (0 missing)

Node number 3982: 56 observations,    complexity param=0.0002836276
  predicted class=open    expected loss=0.2321429  P(node) =0.005351171
    class counts:    13    43
   probabilities: 0.232 0.768 
  left son=7964 (26 obs) right son=7965 (30 obs)
  Primary splits:
      c3  < 4009.577 to the left,  improve=5.107875, (0 missing)
      c13 < 4290.843 to the right, improve=3.737871, (0 missing)
      c10 < 4615.304 to the right, improve=3.538645, (0 missing)
      c7  < 4230.668 to the right, improve=2.592857, (0 missing)
      c8  < 4082.204 to the left,  improve=2.052479, (0 missing)
  Surrogate splits:
      c10 < 4612.31  to the right, agree=0.714, adj=0.385, (0 split)
      c13 < 4285.555 to the right, agree=0.679, adj=0.308, (0 split)
      c7  < 4227.45  to the right, agree=0.661, adj=0.269, (0 split)
      c8  < 4087.476 to the right, agree=0.661, adj=0.269, (0 split)
      c11 < 4200.586 to the right, agree=0.643, adj=0.231, (0 split)

Node number 3983: 48 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.04166667  P(node) =0.004586718
    class counts:     2    46
   probabilities: 0.042 0.958 
  left son=7966 (1 obs) right son=7967 (47 obs)
  Primary splits:
      c13 < 4261.131 to the left,  improve=1.8758870, (0 missing)
      c8  < 4090.907 to the right, improve=0.8768116, (0 missing)
      c15 < 4598.617 to the left,  improve=0.4487179, (0 missing)
      c1  < 4280.356 to the left,  improve=0.3787879, (0 missing)
      c2  < 4276.305 to the right, improve=0.3787879, (0 missing)

Node number 3996: 3 observations
  predicted class=closed  expected loss=0  P(node) =0.0002866699
    class counts:     3     0
   probabilities: 1.000 0.000 

Node number 3997: 17 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.1176471  P(node) =0.001624462
    class counts:     2    15
   probabilities: 0.118 0.882 
  left son=7994 (1 obs) right son=7995 (16 obs)
  Primary splits:
      c1  < 4276.324 to the right, improve=1.6544120, (0 missing)
      c16 < 4325.334 to the right, improve=1.6544120, (0 missing)
      c2  < 4254.071 to the right, improve=1.5294120, (0 missing)
      c15 < 4542.689 to the left,  improve=0.8627451, (0 missing)
      c10 < 4598.337 to the right, improve=0.6722689, (0 missing)

Node number 4014: 2 observations
  predicted class=closed  expected loss=0  P(node) =0.0001911132
    class counts:     2     0
   probabilities: 1.000 0.000 

Node number 4015: 27 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.1111111  P(node) =0.002580029
    class counts:     3    24
   probabilities: 0.111 0.889 
  left son=8030 (8 obs) right son=8031 (19 obs)
  Primary splits:
      c7  < 4259.177 to the right, improve=1.5833330, (0 missing)
      c9  < 4217.748 to the left,  improve=1.4202900, (0 missing)
      c1  < 4293.268 to the right, improve=1.3333330, (0 missing)
      c10 < 4637.443 to the left,  improve=1.1333330, (0 missing)
      c13 < 4287.555 to the left,  improve=0.8333333, (0 missing)
  Surrogate splits:
      c15 < 4607.287 to the left,  agree=0.815, adj=0.375, (0 split)
      c1  < 4309.9   to the right, agree=0.778, adj=0.250, (0 split)
      c5  < 4081.884 to the left,  agree=0.741, adj=0.125, (0 split)

Node number 4022: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 4023: 17 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.05882353  P(node) =0.001624462
    class counts:     1    16
   probabilities: 0.059 0.941 
  left son=8046 (1 obs) right son=8047 (16 obs)
  Primary splits:
      c16 < 4361.335 to the left,  improve=1.8823530, (0 missing)
      c1  < 4290.273 to the left,  improve=0.8823529, (0 missing)
      c2  < 4255.585 to the left,  improve=0.8823529, (0 missing)
      c4  < 4634.793 to the left,  improve=0.8823529, (0 missing)
      c11 < 4221.611 to the right, improve=0.8823529, (0 missing)

Node number 4028: 4 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.25  P(node) =0.0003822265
    class counts:     3     1
   probabilities: 0.750 0.250 
  left son=8056 (3 obs) right son=8057 (1 obs)
  Primary splits:
      c5  < 4142.435 to the right, improve=1.5, (0 missing)
      c6  < 4367.853 to the right, improve=1.5, (0 missing)
      c7  < 4237.441 to the right, improve=1.5, (0 missing)
      c9  < 4223.49  to the left,  improve=1.5, (0 missing)
      c10 < 4650.645 to the left,  improve=1.5, (0 missing)

Node number 4029: 3 observations
  predicted class=open    expected loss=0  P(node) =0.0002866699
    class counts:     0     3
   probabilities: 0.000 1.000 

Node number 4030: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 4031: 206 observations,    complexity param=0.0002481741
  predicted class=open    expected loss=0.0631068  P(node) =0.01968466
    class counts:    13   193
   probabilities: 0.063 0.937 
  left son=8062 (68 obs) right son=8063 (138 obs)
  Primary splits:
      c3  < 4006.838 to the left,  improve=1.4308350, (0 missing)
      c6  < 4352.698 to the left,  improve=1.2080590, (0 missing)
      c5  < 4121.371 to the left,  improve=0.9406260, (0 missing)
      c12 < 4291.286 to the right, improve=0.7709880, (0 missing)
      c13 < 4266.694 to the left,  improve=0.7453081, (0 missing)
  Surrogate splits:
      c6 < 4349.249 to the left,  agree=0.830, adj=0.485, (0 split)
      c5 < 4116.292 to the left,  agree=0.816, adj=0.441, (0 split)
      c1 < 4250.709 to the left,  agree=0.714, adj=0.132, (0 split)
      c2 < 4248.373 to the left,  agree=0.709, adj=0.118, (0 split)
      c4 < 4637.753 to the left,  agree=0.709, adj=0.118, (0 split)

Node number 4056: 16 observations,    complexity param=0.0004254414
  predicted class=closed  expected loss=0.25  P(node) =0.001528906
    class counts:    12     4
   probabilities: 0.750 0.250 
  left son=8112 (12 obs) right son=8113 (4 obs)
  Primary splits:
      c12 < 4252.118 to the left,  improve=2.666667, (0 missing)
      c4  < 4625.77  to the right, improve=2.571429, (0 missing)
      c2  < 4267.42  to the left,  improve=2.571429, (0 missing)
      c10 < 4623.771 to the left,  improve=2.571429, (0 missing)
      c8  < 4072.699 to the right, improve=1.555556, (0 missing)
  Surrogate splits:
      c1  < 4277.107 to the right, agree=0.875, adj=0.50, (0 split)
      c2  < 4267.42  to the left,  agree=0.875, adj=0.50, (0 split)
      c10 < 4623.771 to the left,  agree=0.875, adj=0.50, (0 split)
      c4  < 4625.77  to the right, agree=0.812, adj=0.25, (0 split)
      c13 < 4276.988 to the left,  agree=0.812, adj=0.25, (0 split)

Node number 4057: 6 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.1666667  P(node) =0.0005733397
    class counts:     1     5
   probabilities: 0.167 0.833 
  left son=8114 (1 obs) right son=8115 (5 obs)
  Primary splits:
      c3 < 4021.018 to the right, improve=1.666667, (0 missing)
      c4 < 4625.141 to the left,  improve=1.666667, (0 missing)
      c5 < 4132.075 to the right, improve=1.666667, (0 missing)
      c6 < 4341.429 to the right, improve=1.666667, (0 missing)
      c9 < 4177.792 to the left,  improve=1.666667, (0 missing)

Node number 4058: 2 observations
  predicted class=closed  expected loss=0  P(node) =0.0001911132
    class counts:     2     0
   probabilities: 1.000 0.000 

Node number 4059: 31 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.1290323  P(node) =0.002962255
    class counts:     4    27
   probabilities: 0.129 0.871 
  left son=8118 (1 obs) right son=8119 (30 obs)
  Primary splits:
      c2  < 4280.93  to the right, improve=1.567742, (0 missing)
      c5  < 4100.953 to the left,  improve=1.567742, (0 missing)
      c7  < 4242.057 to the right, improve=1.567742, (0 missing)
      c8  < 4057.438 to the left,  improve=1.567742, (0 missing)
      c12 < 4205.317 to the left,  improve=1.567742, (0 missing)

Node number 4060: 13 observations,    complexity param=0.0004254414
  predicted class=closed  expected loss=0.2307692  P(node) =0.001242236
    class counts:    10     3
   probabilities: 0.769 0.231 
  left son=8120 (9 obs) right son=8121 (4 obs)
  Primary splits:
      c6  < 4336.182 to the right, improve=3.115385, (0 missing)
      c10 < 4611.807 to the right, improve=1.615385, (0 missing)
      c1  < 4281.312 to the left,  improve=1.282051, (0 missing)
      c2  < 4277.803 to the left,  improve=1.282051, (0 missing)
      c4  < 4633.205 to the left,  improve=1.282051, (0 missing)
  Surrogate splits:
      c3  < 3976.035 to the right, agree=0.769, adj=0.25, (0 split)
      c4  < 4631.218 to the left,  agree=0.769, adj=0.25, (0 split)
      c7  < 4224.959 to the left,  agree=0.769, adj=0.25, (0 split)
      c8  < 4064.829 to the right, agree=0.769, adj=0.25, (0 split)
      c10 < 4607.812 to the right, agree=0.769, adj=0.25, (0 split)

Node number 4061: 21 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.04761905  P(node) =0.002006689
    class counts:     1    20
   probabilities: 0.048 0.952 
  left son=8122 (1 obs) right son=8123 (20 obs)
  Primary splits:
      c13 < 4269.674 to the right, improve=1.9047620, (0 missing)
      c4  < 4624.065 to the left,  improve=0.9047619, (0 missing)
      c8  < 4075.376 to the right, improve=0.9047619, (0 missing)
      c9  < 4196.281 to the right, improve=0.9047619, (0 missing)
      c2  < 4260.361 to the right, improve=0.5714286, (0 missing)

Node number 4062: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 4063: 86 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.04651163  P(node) =0.008217869
    class counts:     4    82
   probabilities: 0.047 0.953 
  left son=8126 (8 obs) right son=8127 (78 obs)
  Primary splits:
      c15 < 4552.973 to the left,  improve=1.9035480, (0 missing)
      c1  < 4249.805 to the left,  improve=1.0612400, (0 missing)
      c4  < 4624.293 to the left,  improve=1.0612400, (0 missing)
      c16 < 4292.339 to the left,  improve=1.0612400, (0 missing)
      c10 < 4604.219 to the left,  improve=0.7814784, (0 missing)
  Surrogate splits:
      c1  < 4237.493 to the left,  agree=0.942, adj=0.375, (0 split)
      c16 < 4293.139 to the left,  agree=0.942, adj=0.375, (0 split)
      c2  < 4222.432 to the left,  agree=0.930, adj=0.250, (0 split)

Node number 4076: 2 observations
  predicted class=closed  expected loss=0  P(node) =0.0001911132
    class counts:     2     0
   probabilities: 1.000 0.000 

Node number 4077: 3 observations
  predicted class=open    expected loss=0  P(node) =0.0002866699
    class counts:     0     3
   probabilities: 0.000 1.000 

Node number 4080: 8 observations
  predicted class=closed  expected loss=0  P(node) =0.0007644529
    class counts:     8     0
   probabilities: 1.000 0.000 

Node number 4081: 3 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.3333333  P(node) =0.0002866699
    class counts:     1     2
   probabilities: 0.333 0.667 
  left son=8162 (1 obs) right son=8163 (2 obs)
  Primary splits:
      c1 < 4296.496 to the right, improve=1.333333, (0 missing)
      c2 < 4256.572 to the right, improve=1.333333, (0 missing)
      c3 < 4001.943 to the right, improve=1.333333, (0 missing)
      c4 < 4627.583 to the right, improve=1.333333, (0 missing)
      c8 < 4059.277 to the left,  improve=1.333333, (0 missing)

Node number 4082: 3 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.3333333  P(node) =0.0002866699
    class counts:     2     1
   probabilities: 0.667 0.333 
  left son=8164 (2 obs) right son=8165 (1 obs)
  Primary splits:
      c2 < 4258.259 to the right, improve=1.333333, (0 missing)
      c4 < 4627.956 to the right, improve=1.333333, (0 missing)
      c5 < 4115.779 to the right, improve=1.333333, (0 missing)
      c6 < 4337.844 to the right, improve=1.333333, (0 missing)
      c7 < 4229.846 to the right, improve=1.333333, (0 missing)

Node number 4083: 5 observations
  predicted class=open    expected loss=0  P(node) =0.0004777831
    class counts:     0     5
   probabilities: 0.000 1.000 

Node number 4084: 5 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.2  P(node) =0.0004777831
    class counts:     4     1
   probabilities: 0.800 0.200 
  left son=8168 (4 obs) right son=8169 (1 obs)
  Primary splits:
      c2  < 4253.878 to the right, improve=1.6, (0 missing)
      c5  < 4111.476 to the right, improve=1.6, (0 missing)
      c6  < 4335.103 to the right, improve=1.6, (0 missing)
      c8  < 4073.043 to the left,  improve=1.6, (0 missing)
      c10 < 4629.539 to the right, improve=1.6, (0 missing)

Node number 4085: 18 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.1111111  P(node) =0.001720019
    class counts:     2    16
   probabilities: 0.111 0.889 
  left son=8170 (1 obs) right son=8171 (17 obs)
  Primary splits:
      c4  < 4627.835 to the right, improve=1.6732030, (0 missing)
      c12 < 4209.437 to the left,  improve=1.6732030, (0 missing)
      c16 < 4363.108 to the right, improve=1.6732030, (0 missing)
      c11 < 4217.692 to the right, improve=1.1555560, (0 missing)
      c1  < 4299.411 to the right, improve=0.6984127, (0 missing)

Node number 4094: 165 observations,    complexity param=0.0003545345
  predicted class=open    expected loss=0.1090909  P(node) =0.01576684
    class counts:    18   147
   probabilities: 0.109 0.891 
  left son=8188 (20 obs) right son=8189 (145 obs)
  Primary splits:
      c15 < 4614.629 to the right, improve=3.852038, (0 missing)
      c3  < 4021.554 to the right, improve=3.505926, (0 missing)
      c12 < 4252.489 to the right, improve=2.253967, (0 missing)
      c8  < 4062.063 to the left,  improve=1.716731, (0 missing)
      c1  < 4283.655 to the right, improve=1.597118, (0 missing)
  Surrogate splits:
      c4 < 4642.517 to the right, agree=0.891, adj=0.1, (0 split)

Node number 4095: 420 observations,    complexity param=0.000319081
  predicted class=open    expected loss=0.03571429  P(node) =0.04013378
    class counts:    15   405
   probabilities: 0.036 0.964 
  left son=8190 (17 obs) right son=8191 (403 obs)
  Primary splits:
      c5  < 4144.085 to the right, improve=1.4114210, (0 missing)
      c10 < 4619.655 to the right, improve=0.5849182, (0 missing)
      c15 < 4623.865 to the right, improve=0.5075188, (0 missing)
      c13 < 4263.923 to the left,  improve=0.4509690, (0 missing)
      c6  < 4356.414 to the right, improve=0.4041845, (0 missing)

Node number 5120: 227 observations,    complexity param=0.0001063603
  predicted class=closed  expected loss=0.004405286  P(node) =0.02169135
    class counts:   226     1
   probabilities: 0.996 0.004 
  left son=10240 (221 obs) right son=10241 (6 obs)
  Primary splits:
      c13 < 4320.851 to the left,  improve=0.3245228, (0 missing)
      c2  < 4310.039 to the left,  improve=0.2769037, (0 missing)
      c5  < 4170.543 to the left,  improve=0.2411894, (0 missing)
      c11 < 4245.581 to the left,  improve=0.2411894, (0 missing)
      c10 < 4666.7   to the left,  improve=0.1088365, (0 missing)
  Surrogate splits:
      c8  < 4137.129 to the left,  agree=0.987, adj=0.500, (0 split)
      c11 < 4252.171 to the left,  agree=0.987, adj=0.500, (0 split)
      c6  < 4407.32  to the left,  agree=0.982, adj=0.333, (0 split)
      c16 < 4412.497 to the left,  agree=0.982, adj=0.333, (0 split)
      c2  < 4310.946 to the left,  agree=0.978, adj=0.167, (0 split)

Node number 5121: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 5122: 75 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.01333333  P(node) =0.007166746
    class counts:    74     1
   probabilities: 0.987 0.013 
  left son=10244 (74 obs) right son=10245 (1 obs)
  Primary splits:
      c4  < 4607.083 to the right, improve=1.9733330, (0 missing)
      c15 < 4647.516 to the left,  improve=0.3733333, (0 missing)
      c2  < 4286.308 to the left,  improve=0.2233333, (0 missing)
      c5  < 4137.769 to the left,  improve=0.2233333, (0 missing)
      c7  < 4253.591 to the left,  improve=0.1955556, (0 missing)

Node number 5123: 34 observations,    complexity param=0.0002481741
  predicted class=closed  expected loss=0.2647059  P(node) =0.003248925
    class counts:    25     9
   probabilities: 0.735 0.265 
  left son=10246 (20 obs) right son=10247 (14 obs)
  Primary splits:
      c9  < 4225.209 to the right, improve=6.806723, (0 missing)
      c6  < 4369.001 to the right, improve=6.187675, (0 missing)
      c7  < 4240.86  to the right, improve=4.711485, (0 missing)
      c3  < 4034.729 to the left,  improve=4.492211, (0 missing)
      c10 < 4635.75  to the right, improve=3.557875, (0 missing)
  Surrogate splits:
      c7  < 4240.86  to the right, agree=0.765, adj=0.429, (0 split)
      c6  < 4369.001 to the right, agree=0.735, adj=0.357, (0 split)
      c10 < 4638.613 to the right, agree=0.735, adj=0.357, (0 split)
      c1  < 4329.147 to the left,  agree=0.706, adj=0.286, (0 split)
      c5  < 4139.314 to the right, agree=0.706, adj=0.286, (0 split)

Node number 5156: 13 observations
  predicted class=closed  expected loss=0  P(node) =0.001242236
    class counts:    13     0
   probabilities: 1.000 0.000 

Node number 5157: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 5182: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 5183: 16 observations
  predicted class=open    expected loss=0  P(node) =0.001528906
    class counts:     0    16
   probabilities: 0.000 1.000 

Node number 5190: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 5191: 2 observations
  predicted class=open    expected loss=0  P(node) =0.0001911132
    class counts:     0     2
   probabilities: 0.000 1.000 

Node number 5632: 103 observations,    complexity param=0.0002836276
  predicted class=closed  expected loss=0.03883495  P(node) =0.009842332
    class counts:    99     4
   probabilities: 0.961 0.039 
  left son=11264 (81 obs) right son=11265 (22 obs)
  Primary splits:
      c8  < 4073.962 to the left,  improve=1.1438660, (0 missing)
      c2  < 4255.323 to the right, improve=0.9120477, (0 missing)
      c7  < 4246.602 to the left,  improve=0.8675382, (0 missing)
      c1  < 4306.769 to the right, improve=0.7128498, (0 missing)
      c12 < 4251.212 to the left,  improve=0.6633157, (0 missing)
  Surrogate splits:
      c13 < 4296.12  to the left,  agree=0.816, adj=0.136, (0 split)
      c2  < 4285.362 to the left,  agree=0.806, adj=0.091, (0 split)
      c6  < 4314.405 to the right, agree=0.806, adj=0.091, (0 split)
      c1  < 4362.815 to the left,  agree=0.796, adj=0.045, (0 split)
      c15 < 4652.436 to the left,  agree=0.796, adj=0.045, (0 split)

Node number 5633: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 5634: 7 observations
  predicted class=closed  expected loss=0  P(node) =0.0006688963
    class counts:     7     0
   probabilities: 1.000 0.000 

Node number 5635: 6 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.1666667  P(node) =0.0005733397
    class counts:     1     5
   probabilities: 0.167 0.833 
  left son=11270 (1 obs) right son=11271 (5 obs)
  Primary splits:
      c9  < 4211.78  to the right, improve=1.6666670, (0 missing)
      c11 < 4196.107 to the right, improve=1.6666670, (0 missing)
      c15 < 4606.958 to the right, improve=1.6666670, (0 missing)
      c3  < 4019.478 to the right, improve=0.6666667, (0 missing)
      c7  < 4241.767 to the right, improve=0.6666667, (0 missing)

Node number 5640: 159 observations,    complexity param=0.0003545345
  predicted class=closed  expected loss=0.1572327  P(node) =0.0151935
    class counts:   134    25
   probabilities: 0.843 0.157 
  left son=11280 (105 obs) right son=11281 (54 obs)
  Primary splits:
      c13 < 4285.929 to the right, improve=3.162703, (0 missing)
      c8  < 4081.389 to the left,  improve=2.680957, (0 missing)
      c1  < 4343.056 to the right, improve=1.828287, (0 missing)
      c4  < 4615.68  to the left,  improve=1.687316, (0 missing)
      c5  < 4113.956 to the left,  improve=1.680350, (0 missing)
  Surrogate splits:
      c11 < 4205.349 to the right, agree=0.711, adj=0.148, (0 split)
      c1  < 4309.724 to the right, agree=0.698, adj=0.111, (0 split)
      c7  < 4224.495 to the right, agree=0.698, adj=0.111, (0 split)
      c16 < 4365.908 to the right, agree=0.698, adj=0.111, (0 split)
      c15 < 4581.832 to the right, agree=0.679, adj=0.056, (0 split)

Node number 5641: 15 observations,    complexity param=0.0005318017
  predicted class=closed  expected loss=0.4666667  P(node) =0.001433349
    class counts:     8     7
   probabilities: 0.533 0.467 
  left son=11282 (6 obs) right son=11283 (9 obs)
  Primary splits:
      c1  < 4399.248 to the right, improve=4.355556, (0 missing)
      c12 < 4234.141 to the right, improve=4.355556, (0 missing)
      c4  < 4607.878 to the right, improve=4.002381, (0 missing)
      c5  < 4126.963 to the right, improve=3.266667, (0 missing)
      c6  < 4344.183 to the right, improve=3.266667, (0 missing)
  Surrogate splits:
      c5  < 4121.721 to the right, agree=0.933, adj=0.833, (0 split)
      c6  < 4344.183 to the right, agree=0.933, adj=0.833, (0 split)
      c3  < 4006.46  to the right, agree=0.800, adj=0.500, (0 split)
      c7  < 4244.77  to the right, agree=0.800, adj=0.500, (0 split)
      c10 < 4606.089 to the left,  agree=0.800, adj=0.500, (0 split)

Node number 5642: 11 observations
  predicted class=closed  expected loss=0  P(node) =0.001051123
    class counts:    11     0
   probabilities: 1.000 0.000 

Node number 5643: 55 observations,    complexity param=0.0009572431
  predicted class=closed  expected loss=0.4909091  P(node) =0.005255614
    class counts:    28    27
   probabilities: 0.509 0.491 
  left son=11286 (37 obs) right son=11287 (18 obs)
  Primary splits:
      c6  < 4337.876 to the left,  improve=8.475894, (0 missing)
      c5  < 4110.553 to the left,  improve=6.856234, (0 missing)
      c15 < 4603.566 to the left,  improve=6.856234, (0 missing)
      c8  < 4064.407 to the left,  improve=4.342450, (0 missing)
      c10 < 4619.884 to the right, improve=4.342450, (0 missing)
  Surrogate splits:
      c5  < 4128.143 to the left,  agree=0.782, adj=0.333, (0 split)
      c7  < 4236.886 to the left,  agree=0.782, adj=0.333, (0 split)
      c15 < 4617.854 to the left,  agree=0.782, adj=0.333, (0 split)
      c1  < 4320.243 to the left,  agree=0.745, adj=0.222, (0 split)
      c8  < 4084.945 to the left,  agree=0.727, adj=0.167, (0 split)

Node number 5648: 54 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.09259259  P(node) =0.005160057
    class counts:    49     5
   probabilities: 0.907 0.093 
  left son=11296 (53 obs) right son=11297 (1 obs)
  Primary splits:
      c2  < 4236.333 to the right, improve=1.677848, (0 missing)
      c9  < 4170.937 to the right, improve=1.677848, (0 missing)
      c15 < 4575.896 to the right, improve=1.677848, (0 missing)
      c11 < 4183.398 to the right, improve=1.497987, (0 missing)
      c3  < 4007.707 to the left,  improve=1.258689, (0 missing)

Node number 5649: 15 observations,    complexity param=0.0006381621
  predicted class=closed  expected loss=0.4666667  P(node) =0.001433349
    class counts:     8     7
   probabilities: 0.533 0.467 
  left son=11298 (7 obs) right son=11299 (8 obs)
  Primary splits:
      c5  < 4118.713 to the left,  improve=5.716667, (0 missing)
      c12 < 4214.062 to the right, improve=2.133333, (0 missing)
      c10 < 4612.848 to the left,  improve=1.800000, (0 missing)
      c2  < 4275.062 to the left,  improve=1.666667, (0 missing)
      c9  < 4198.111 to the right, improve=1.666667, (0 missing)
  Surrogate splits:
      c3  < 4006.942 to the left,  agree=0.733, adj=0.429, (0 split)
      c8  < 4056.394 to the left,  agree=0.733, adj=0.429, (0 split)
      c10 < 4611.289 to the left,  agree=0.733, adj=0.429, (0 split)
      c1  < 4294.858 to the left,  agree=0.667, adj=0.286, (0 split)
      c2  < 4261.217 to the left,  agree=0.667, adj=0.286, (0 split)

Node number 5650: 35 observations,    complexity param=0.0005318017
  predicted class=closed  expected loss=0.2857143  P(node) =0.003344482
    class counts:    25    10
   probabilities: 0.714 0.286 
  left son=11300 (15 obs) right son=11301 (20 obs)
  Primary splits:
      c15 < 4598.282 to the left,  improve=4.285714, (0 missing)
      c7  < 4226.005 to the left,  improve=3.809524, (0 missing)
      c11 < 4182.418 to the right, improve=3.348214, (0 missing)
      c3  < 3996.107 to the right, improve=3.214286, (0 missing)
      c4  < 4614.926 to the right, improve=2.937030, (0 missing)
  Surrogate splits:
      c3  < 4000.219 to the right, agree=0.743, adj=0.400, (0 split)
      c9  < 4190.764 to the left,  agree=0.714, adj=0.333, (0 split)
      c6  < 4346.235 to the right, agree=0.686, adj=0.267, (0 split)
      c7  < 4226.005 to the left,  agree=0.686, adj=0.267, (0 split)
      c13 < 4263.544 to the left,  agree=0.686, adj=0.267, (0 split)

Node number 5651: 13 observations,    complexity param=0.000319081
  predicted class=open    expected loss=0.2307692  P(node) =0.001242236
    class counts:     3    10
   probabilities: 0.231 0.769 
  left son=11302 (5 obs) right son=11303 (8 obs)
  Primary splits:
      c3  < 4002.212 to the left,  improve=2.215385, (0 missing)
      c10 < 4610.923 to the right, improve=1.615385, (0 missing)
      c11 < 4195.495 to the left,  improve=1.615385, (0 missing)
      c8  < 4060.87  to the left,  improve=1.482051, (0 missing)
      c2  < 4270.426 to the right, improve=1.282051, (0 missing)
  Surrogate splits:
      c8  < 4064.273 to the left,  agree=0.769, adj=0.4, (0 split)
      c10 < 4610.923 to the right, agree=0.769, adj=0.4, (0 split)
      c13 < 4277.332 to the left,  agree=0.769, adj=0.4, (0 split)
      c16 < 4365.695 to the left,  agree=0.769, adj=0.4, (0 split)
      c1  < 4299.758 to the right, agree=0.692, adj=0.2, (0 split)

Node number 5652: 5 observations
  predicted class=closed  expected loss=0  P(node) =0.0004777831
    class counts:     5     0
   probabilities: 1.000 0.000 

Node number 5653: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 5654: 3 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.3333333  P(node) =0.0002866699
    class counts:     2     1
   probabilities: 0.667 0.333 
  left son=11308 (2 obs) right son=11309 (1 obs)
  Primary splits:
      c1 < 4297.228 to the right, improve=1.333333, (0 missing)
      c2 < 4257.38  to the right, improve=1.333333, (0 missing)
      c3 < 4007.791 to the left,  improve=1.333333, (0 missing)
      c4 < 4614.487 to the left,  improve=1.333333, (0 missing)
      c8 < 4068.678 to the left,  improve=1.333333, (0 missing)

Node number 5655: 10 observations
  predicted class=open    expected loss=0  P(node) =0.0009555662
    class counts:     0    10
   probabilities: 0.000 1.000 

Node number 5656: 9 observations
  predicted class=closed  expected loss=0  P(node) =0.0008600096
    class counts:     9     0
   probabilities: 1.000 0.000 

Node number 5657: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 5658: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 5659: 5 observations
  predicted class=open    expected loss=0  P(node) =0.0004777831
    class counts:     0     5
   probabilities: 0.000 1.000 

Node number 5660: 4 observations
  predicted class=closed  expected loss=0  P(node) =0.0003822265
    class counts:     4     0
   probabilities: 1.000 0.000 

Node number 5661: 6 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.1666667  P(node) =0.0005733397
    class counts:     1     5
   probabilities: 0.167 0.833 
  left son=11322 (1 obs) right son=11323 (5 obs)
  Primary splits:
      c1  < 4278.386 to the left,  improve=1.6666670, (0 missing)
      c7  < 4249.555 to the right, improve=1.6666670, (0 missing)
      c8  < 4084.898 to the right, improve=1.6666670, (0 missing)
      c16 < 4369.687 to the right, improve=1.6666670, (0 missing)
      c3  < 4007.719 to the right, improve=0.6666667, (0 missing)

Node number 5662: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 5663: 18 observations
  predicted class=open    expected loss=0  P(node) =0.001720019
    class counts:     0    18
   probabilities: 0.000 1.000 

Node number 5744: 13 observations
  predicted class=closed  expected loss=0  P(node) =0.001242236
    class counts:    13     0
   probabilities: 1.000 0.000 

Node number 5745: 10 observations,    complexity param=0.0004254414
  predicted class=closed  expected loss=0.4  P(node) =0.0009555662
    class counts:     6     4
   probabilities: 0.600 0.400 
  left son=11490 (6 obs) right son=11491 (4 obs)
  Primary splits:
      c12 < 4230.989 to the right, improve=4.800000, (0 missing)
      c8  < 4056.914 to the right, improve=3.085714, (0 missing)
      c6  < 4348.231 to the right, improve=2.133333, (0 missing)
      c15 < 4601.4   to the right, improve=1.800000, (0 missing)
      c16 < 4380.035 to the left,  improve=1.633333, (0 missing)
  Surrogate splits:
      c8  < 4056.914 to the right, agree=0.9, adj=0.75, (0 split)
      c6  < 4348.231 to the right, agree=0.8, adj=0.50, (0 split)
      c15 < 4601.4   to the right, agree=0.8, adj=0.50, (0 split)
      c16 < 4380.035 to the left,  agree=0.8, adj=0.50, (0 split)
      c1  < 4345.768 to the left,  agree=0.7, adj=0.25, (0 split)

Node number 5746: 13 observations,    complexity param=0.0004254414
  predicted class=closed  expected loss=0.3076923  P(node) =0.001242236
    class counts:     9     4
   probabilities: 0.692 0.308 
  left son=11492 (11 obs) right son=11493 (2 obs)
  Primary splits:
      c9  < 4201.351 to the right, improve=2.265734, (0 missing)
      c10 < 4592.657 to the right, improve=2.265734, (0 missing)
      c11 < 4222.935 to the left,  improve=2.265734, (0 missing)
      c13 < 4298.274 to the left,  improve=2.265734, (0 missing)
      c16 < 4386.615 to the left,  improve=2.265734, (0 missing)
  Surrogate splits:
      c10 < 4592.657 to the right, agree=1, adj=1, (0 split)

Node number 5747: 9 observations
  predicted class=open    expected loss=0  P(node) =0.0008600096
    class counts:     0     9
   probabilities: 0.000 1.000 

Node number 5752: 6 observations
  predicted class=closed  expected loss=0  P(node) =0.0005733397
    class counts:     6     0
   probabilities: 1.000 0.000 

Node number 5753: 2 observations
  predicted class=open    expected loss=0  P(node) =0.0001911132
    class counts:     0     2
   probabilities: 0.000 1.000 

Node number 5754: 50 observations,    complexity param=0.0004254414
  predicted class=open    expected loss=0.4  P(node) =0.004777831
    class counts:    20    30
   probabilities: 0.400 0.600 
  left son=11508 (35 obs) right son=11509 (15 obs)
  Primary splits:
      c8  < 4051.706 to the right, improve=3.047619, (0 missing)
      c10 < 4586.24  to the right, improve=2.604651, (0 missing)
      c11 < 4196.818 to the left,  improve=2.333333, (0 missing)
      c15 < 4678.558 to the left,  improve=2.250000, (0 missing)
      c3  < 4023.848 to the left,  improve=1.777778, (0 missing)
  Surrogate splits:
      c9  < 4180.801 to the right, agree=0.76, adj=0.200, (0 split)
      c1  < 4319.27  to the right, agree=0.74, adj=0.133, (0 split)
      c5  < 4113.756 to the right, agree=0.74, adj=0.133, (0 split)
      c15 < 4600.518 to the right, agree=0.74, adj=0.133, (0 split)
      c10 < 4584.177 to the right, agree=0.72, adj=0.067, (0 split)

Node number 5755: 12 observations
  predicted class=open    expected loss=0  P(node) =0.001146679
    class counts:     0    12
   probabilities: 0.000 1.000 

Node number 5756: 3 observations
  predicted class=closed  expected loss=0  P(node) =0.0002866699
    class counts:     3     0
   probabilities: 1.000 0.000 

Node number 5757: 7 observations,    complexity param=0.000319081
  predicted class=open    expected loss=0.2857143  P(node) =0.0006688963
    class counts:     2     5
   probabilities: 0.286 0.714 
  left son=11514 (2 obs) right son=11515 (5 obs)
  Primary splits:
      c5 < 4151.984 to the right, improve=2.857143, (0 missing)
      c3 < 4047.878 to the right, improve=1.523810, (0 missing)
      c6 < 4337.215 to the right, improve=1.523810, (0 missing)
      c7 < 4225.133 to the right, improve=1.523810, (0 missing)
      c9 < 4174.821 to the right, improve=1.523810, (0 missing)
  Surrogate splits:
      c3 < 4047.878 to the right, agree=0.857, adj=0.5, (0 split)
      c6 < 4337.215 to the right, agree=0.857, adj=0.5, (0 split)
      c7 < 4225.133 to the right, agree=0.857, adj=0.5, (0 split)
      c9 < 4174.821 to the right, agree=0.857, adj=0.5, (0 split)

Node number 5758: 13 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.2307692  P(node) =0.001242236
    class counts:     3    10
   probabilities: 0.231 0.769 
  left son=11516 (2 obs) right son=11517 (11 obs)
  Primary splits:
      c1  < 4318.729 to the left,  improve=2.797203, (0 missing)
      c4  < 4614.55  to the right, improve=2.797203, (0 missing)
      c16 < 4380.227 to the left,  improve=2.797203, (0 missing)
      c13 < 4294.012 to the left,  improve=1.615385, (0 missing)
      c12 < 4210.483 to the left,  improve=1.482051, (0 missing)
  Surrogate splits:
      c16 < 4380.227 to the left,  agree=1, adj=1, (0 split)

Node number 5759: 53 observations,    complexity param=0.0001063603
  predicted class=open    expected loss=0.01886792  P(node) =0.005064501
    class counts:     1    52
   probabilities: 0.019 0.981 
  left son=11518 (4 obs) right son=11519 (49 obs)
  Primary splits:
      c10 < 4596.617 to the left,  improve=0.4622642, (0 missing)
      c6  < 4319.913 to the left,  improve=0.3622642, (0 missing)
      c9  < 4180.084 to the left,  improve=0.3622642, (0 missing)
      c8  < 4067.801 to the left,  improve=0.1440823, (0 missing)
      c3  < 4026.074 to the left,  improve=0.1289308, (0 missing)

Node number 5760: 73 observations
  predicted class=closed  expected loss=0  P(node) =0.006975633
    class counts:    73     0
   probabilities: 1.000 0.000 

Node number 5761: 5 observations,    complexity param=0.0001063603
  predicted class=closed  expected loss=0.2  P(node) =0.0004777831
    class counts:     4     1
   probabilities: 0.800 0.200 
  left son=11522 (4 obs) right son=11523 (1 obs)
  Primary splits:
      c1 < 4382.854 to the left,  improve=1.6, (0 missing)
      c2 < 4277.487 to the left,  improve=1.6, (0 missing)
      c4 < 4620.888 to the right, improve=1.6, (0 missing)
      c5 < 4116.119 to the right, improve=1.6, (0 missing)
      c6 < 4332.869 to the left,  improve=1.6, (0 missing)

Node number 5762: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 5763: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 5792: 17 observations
  predicted class=closed  expected loss=0  P(node) =0.001624462
    class counts:    17     0
   probabilities: 1.000 0.000 

Node number 5793: 4 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.5  P(node) =0.0003822265
    class counts:     2     2
   probabilities: 0.500 0.500 
  left son=11586 (2 obs) right son=11587 (2 obs)
  Primary splits:
      c1  < 4399.461 to the left,  improve=2, (0 missing)
      c7  < 4235.485 to the left,  improve=2, (0 missing)
      c9  < 4178.983 to the left,  improve=2, (0 missing)
      c13 < 4303.018 to the left,  improve=2, (0 missing)
      c15 < 4654.471 to the left,  improve=2, (0 missing)
  Surrogate splits:
      c7  < 4235.485 to the left,  agree=1, adj=1, (0 split)
      c9  < 4178.983 to the left,  agree=1, adj=1, (0 split)
      c13 < 4303.018 to the left,  agree=1, adj=1, (0 split)
      c15 < 4654.471 to the left,  agree=1, adj=1, (0 split)
      c16 < 4443.023 to the left,  agree=1, adj=1, (0 split)

Node number 5796: 4 observations
  predicted class=closed  expected loss=0  P(node) =0.0003822265
    class counts:     4     0
   probabilities: 1.000 0.000 

Node number 5797: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 5824: 262 observations,    complexity param=0.001489045
  predicted class=closed  expected loss=0.2977099  P(node) =0.02503583
    class counts:   184    78
   probabilities: 0.702 0.298 
  left son=11648 (237 obs) right son=11649 (25 obs)
  Primary splits:
      c3 < 4000.904 to the right, improve=6.476070, (0 missing)
      c9 < 4211.815 to the right, improve=4.660846, (0 missing)
      c4 < 4624.924 to the left,  improve=4.471464, (0 missing)
      c1 < 4316.251 to the right, improve=3.943815, (0 missing)
      c7 < 4249.221 to the right, improve=3.505850, (0 missing)
  Surrogate splits:
      c2 < 4261.789 to the right, agree=0.912, adj=0.08, (0 split)

Node number 5825: 20 observations,    complexity param=0.0008508828
  predicted class=open    expected loss=0.25  P(node) =0.001911132
    class counts:     5    15
   probabilities: 0.250 0.750 
  left son=11650 (4 obs) right son=11651 (16 obs)
  Primary splits:
      c7  < 4221.713 to the left,  improve=5.625000, (0 missing)
      c1  < 4306.205 to the right, improve=2.500000, (0 missing)
      c5  < 4135.528 to the right, improve=2.500000, (0 missing)
      c15 < 4579.374 to the left,  improve=2.500000, (0 missing)
      c4  < 4620.217 to the left,  improve=2.225275, (0 missing)
  Surrogate splits:
      c1  < 4322.83  to the right, agree=0.90, adj=0.50, (0 split)
      c15 < 4579.374 to the left,  agree=0.90, adj=0.50, (0 split)
      c4  < 4619.534 to the left,  agree=0.85, adj=0.25, (0 split)
      c10 < 4597.827 to the left,  agree=0.85, adj=0.25, (0 split)

Node number 5826: 2 observations
  predicted class=closed  expected loss=0  P(node) =0.0001911132
    class counts:     2     0
   probabilities: 1.000 0.000 

Node number 5827: 14 observations
  predicted class=open    expected loss=0  P(node) =0.001337793
    class counts:     0    14
   probabilities: 0.000 1.000 

Node number 5828: 11 observations
  predicted class=closed  expected loss=0  P(node) =0.001051123
    class counts:    11     0
   probabilities: 1.000 0.000 

Node number 5829: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 5830: 16 observations,    complexity param=0.0008508828
  predicted class=closed  expected loss=0.3125  P(node) =0.001528906
    class counts:    11     5
   probabilities: 0.688 0.312 
  left son=11660 (12 obs) right son=11661 (4 obs)
  Primary splits:
      c2  < 4271.161 to the right, improve=5.041667, (0 missing)
      c8  < 4082.818 to the left,  improve=3.490385, (0 missing)
      c15 < 4611.548 to the left,  improve=3.490385, (0 missing)
      c16 < 4374.892 to the right, improve=2.408333, (0 missing)
      c1  < 4307.406 to the right, improve=2.160714, (0 missing)
  Surrogate splits:
      c8  < 4082.818 to the left,  agree=0.938, adj=0.75, (0 split)
      c5  < 4140.729 to the right, agree=0.875, adj=0.50, (0 split)
      c9  < 4217.219 to the left,  agree=0.875, adj=0.50, (0 split)
      c10 < 4620.034 to the left,  agree=0.812, adj=0.25, (0 split)
      c11 < 4203.372 to the right, agree=0.812, adj=0.25, (0 split)

Node number 5831: 81 observations,    complexity param=0.0006381621
  predicted class=open    expected loss=0.1728395  P(node) =0.007740086
    class counts:    14    67
   probabilities: 0.173 0.827 
  left son=11662 (5 obs) right son=11663 (76 obs)
  Primary splits:
      c12 < 4253.912 to the right, improve=4.192073, (0 missing)
      c1  < 4339.738 to the right, improve=2.806063, (0 missing)
      c13 < 4277.392 to the left,  improve=2.442184, (0 missing)
      c9  < 4194.771 to the left,  improve=1.944704, (0 missing)
      c16 < 4368.797 to the left,  improve=1.392662, (0 missing)

Node number 5832: 30 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.06666667  P(node) =0.002866699
    class counts:    28     2
   probabilities: 0.933 0.067 
  left son=11664 (29 obs) right son=11665 (1 obs)
  Primary splits:
      c2  < 4289.889 to the left,  improve=1.8022990, (0 missing)
      c13 < 4292.379 to the left,  improve=0.8761905, (0 missing)
      c16 < 4372.58  to the right, improve=0.7333333, (0 missing)
      c1  < 4317.067 to the right, improve=0.5333333, (0 missing)
      c10 < 4608.206 to the right, improve=0.4740741, (0 missing)

Node number 5833: 6 observations,    complexity param=0.000319081
  predicted class=closed  expected loss=0.5  P(node) =0.0005733397
    class counts:     3     3
   probabilities: 0.500 0.500 
  left son=11666 (3 obs) right son=11667 (3 obs)
  Primary splits:
      c8 < 4077.003 to the right, improve=3.0, (0 missing)
      c1 < 4312.936 to the left,  improve=1.5, (0 missing)
      c5 < 4113.995 to the left,  improve=1.5, (0 missing)
      c6 < 4354.207 to the right, improve=1.5, (0 missing)
      c7 < 4250.357 to the right, improve=1.5, (0 missing)
  Surrogate splits:
      c1  < 4312.936 to the left,  agree=0.833, adj=0.667, (0 split)
      c5  < 4113.995 to the left,  agree=0.833, adj=0.667, (0 split)
      c6  < 4354.207 to the right, agree=0.833, adj=0.667, (0 split)
      c7  < 4250.357 to the right, agree=0.833, adj=0.667, (0 split)
      c11 < 4230.682 to the right, agree=0.833, adj=0.667, (0 split)

Node number 5834: 42 observations,    complexity param=0.001169964
  predicted class=open    expected loss=0.452381  P(node) =0.004013378
    class counts:    19    23
   probabilities: 0.452 0.548 
  left son=11668 (21 obs) right son=11669 (21 obs)
  Primary splits:
      c8  < 4077.493 to the left,  improve=8.047619, (0 missing)
      c6  < 4341.38  to the left,  improve=7.868347, (0 missing)
      c4  < 4625.388 to the left,  improve=6.400112, (0 missing)
      c3  < 4019.978 to the left,  improve=5.142857, (0 missing)
      c11 < 4223.88  to the left,  improve=3.438095, (0 missing)
  Surrogate splits:
      c4  < 4625.388 to the left,  agree=0.857, adj=0.714, (0 split)
      c6  < 4341.38  to the left,  agree=0.857, adj=0.714, (0 split)
      c7  < 4240.119 to the left,  agree=0.738, adj=0.476, (0 split)
      c10 < 4628.65  to the left,  agree=0.738, adj=0.476, (0 split)
      c11 < 4212.968 to the left,  agree=0.738, adj=0.476, (0 split)

Node number 5835: 28 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.03571429  P(node) =0.002675585
    class counts:     1    27
   probabilities: 0.036 0.964 
  left son=11670 (1 obs) right son=11671 (27 obs)
  Primary splits:
      c4  < 4618.335 to the left,  improve=1.9285710, (0 missing)
      c13 < 4270.565 to the left,  improve=1.9285710, (0 missing)
      c16 < 4364.982 to the left,  improve=1.9285710, (0 missing)
      c8  < 4054.711 to the left,  improve=0.9285714, (0 missing)
      c5  < 4109.979 to the left,  improve=0.4285714, (0 missing)

Node number 5836: 36 observations,    complexity param=0.0008508828
  predicted class=closed  expected loss=0.4166667  P(node) =0.003440038
    class counts:    21    15
   probabilities: 0.583 0.417 
  left son=11672 (30 obs) right son=11673 (6 obs)
  Primary splits:
      c11 < 4187.75  to the right, improve=4.900000, (0 missing)
      c10 < 4613.283 to the right, improve=3.214286, (0 missing)
      c15 < 4589.828 to the right, improve=2.500000, (0 missing)
      c3  < 4024.461 to the left,  improve=2.227273, (0 missing)
      c4  < 4630.682 to the left,  improve=2.227273, (0 missing)
  Surrogate splits:
      c8  < 4050.449 to the right, agree=0.889, adj=0.333, (0 split)
      c9  < 4183.639 to the right, agree=0.889, adj=0.333, (0 split)
      c13 < 4260.564 to the right, agree=0.889, adj=0.333, (0 split)
      c2  < 4282.573 to the left,  agree=0.861, adj=0.167, (0 split)
      c5  < 4122.152 to the left,  agree=0.861, adj=0.167, (0 split)

Node number 5837: 22 observations,    complexity param=0.0004254414
  predicted class=open    expected loss=0.1818182  P(node) =0.002102246
    class counts:     4    18
   probabilities: 0.182 0.818 
  left son=11674 (4 obs) right son=11675 (18 obs)
  Primary splits:
      c8  < 4083.61  to the right, improve=3.156566, (0 missing)
      c13 < 4281.077 to the left,  improve=1.670455, (0 missing)
      c6  < 4353.089 to the right, improve=1.633174, (0 missing)
      c2  < 4261.707 to the left,  improve=1.402597, (0 missing)
      c11 < 4236.4   to the right, improve=1.402597, (0 missing)
  Surrogate splits:
      c2 < 4262.348 to the left,  agree=0.909, adj=0.5, (0 split)

Node number 5838: 12 observations,    complexity param=0.0006381621
  predicted class=closed  expected loss=0.4166667  P(node) =0.001146679
    class counts:     7     5
   probabilities: 0.583 0.417 
  left son=11676 (6 obs) right son=11677 (6 obs)
  Primary splits:
      c3  < 4017.174 to the left,  improve=4.166667, (0 missing)
      c8  < 4079.11  to the right, improve=4.166667, (0 missing)
      c11 < 4213.384 to the right, improve=4.166667, (0 missing)
      c10 < 4609.369 to the right, improve=4.083333, (0 missing)
      c7  < 4227.759 to the right, improve=2.722222, (0 missing)
  Surrogate splits:
      c8  < 4079.11  to the right, agree=1.000, adj=1.000, (0 split)
      c10 < 4614.025 to the right, agree=0.917, adj=0.833, (0 split)
      c9  < 4201.961 to the right, agree=0.833, adj=0.667, (0 split)
      c11 < 4213.384 to the right, agree=0.833, adj=0.667, (0 split)
      c15 < 4613.07  to the left,  agree=0.833, adj=0.667, (0 split)

Node number 5839: 124 observations,    complexity param=0.0004254414
  predicted class=open    expected loss=0.1370968  P(node) =0.01184902
    class counts:    17   107
   probabilities: 0.137 0.863 
  left son=11678 (2 obs) right son=11679 (122 obs)
  Primary splits:
      c8  < 4042.908 to the left,  improve=3.027234, (0 missing)
      c13 < 4282.202 to the left,  improve=2.259701, (0 missing)
      c3  < 4009.417 to the right, improve=1.738710, (0 missing)
      c1  < 4284.304 to the left,  improve=1.724385, (0 missing)
      c2  < 4262.114 to the left,  improve=1.724385, (0 missing)

Node number 5840: 15 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.06666667  P(node) =0.001433349
    class counts:    14     1
   probabilities: 0.933 0.067 
  left son=11680 (14 obs) right son=11681 (1 obs)
  Primary splits:
      c6  < 4332.323 to the right, improve=1.8666670, (0 missing)
      c8  < 4067.443 to the right, improve=1.8666670, (0 missing)
      c3  < 4030.955 to the left,  improve=0.5333333, (0 missing)
      c11 < 4222.811 to the left,  improve=0.5333333, (0 missing)
      c1  < 4340.886 to the left,  improve=0.3666667, (0 missing)

Node number 5841: 3 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.3333333  P(node) =0.0002866699
    class counts:     1     2
   probabilities: 0.333 0.667 
  left son=11682 (1 obs) right son=11683 (2 obs)
  Primary splits:
      c1 < 4313.284 to the left,  improve=1.333333, (0 missing)
      c2 < 4275.362 to the left,  improve=1.333333, (0 missing)
      c3 < 4006.496 to the left,  improve=1.333333, (0 missing)
      c7 < 4264.609 to the right, improve=1.333333, (0 missing)
      c8 < 4086.796 to the right, improve=1.333333, (0 missing)

Node number 5844: 8 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.125  P(node) =0.0007644529
    class counts:     7     1
   probabilities: 0.875 0.125 
  left son=11688 (7 obs) right son=11689 (1 obs)
  Primary splits:
      c1  < 4302.436 to the right, improve=1.75, (0 missing)
      c3  < 3999.241 to the right, improve=1.75, (0 missing)
      c7  < 4221.205 to the right, improve=1.75, (0 missing)
      c15 < 4623.879 to the left,  improve=1.75, (0 missing)
      c16 < 4374.01  to the right, improve=1.75, (0 missing)

Node number 5845: 3 observations
  predicted class=open    expected loss=0  P(node) =0.0002866699
    class counts:     0     3
   probabilities: 0.000 1.000 

Node number 5846: 3 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.3333333  P(node) =0.0002866699
    class counts:     2     1
   probabilities: 0.667 0.333 
  left son=11692 (2 obs) right son=11693 (1 obs)
  Primary splits:
      c1 < 4311.369 to the right, improve=1.333333, (0 missing)
      c2 < 4273.524 to the right, improve=1.333333, (0 missing)
      c3 < 4009.769 to the right, improve=1.333333, (0 missing)
      c4 < 4624.183 to the right, improve=1.333333, (0 missing)
      c5 < 4129.092 to the left,  improve=1.333333, (0 missing)

Node number 5847: 47 observations,    complexity param=0.0001063603
  predicted class=open    expected loss=0.04255319  P(node) =0.004491161
    class counts:     2    45
   probabilities: 0.043 0.957 
  left son=11694 (2 obs) right son=11695 (45 obs)
  Primary splits:
      c5  < 4149.461 to the right, improve=0.8742317, (0 missing)
      c6  < 4355.081 to the right, improve=0.6297872, (0 missing)
      c9  < 4219.544 to the right, improve=0.3762989, (0 missing)
      c12 < 4199.816 to the left,  improve=0.3762989, (0 missing)
      c15 < 4628.62  to the right, improve=0.3762989, (0 missing)

Node number 5854: 10 observations,    complexity param=0.0001418138
  predicted class=open    expected loss=0.2  P(node) =0.0009555662
    class counts:     2     8
   probabilities: 0.200 0.800 
  left son=11708 (3 obs) right son=11709 (7 obs)
  Primary splits:
      c10 < 4637.821 to the left,  improve=1.866667, (0 missing)
      c11 < 4238.254 to the left,  improve=1.866667, (0 missing)
      c3  < 4028.361 to the right, improve=1.422222, (0 missing)
      c4  < 4628.789 to the left,  improve=1.422222, (0 missing)
      c6  < 4341.699 to the left,  improve=1.422222, (0 missing)
  Surrogate splits:
      c2  < 4283.691 to the right, agree=0.9, adj=0.667, (0 split)
      c12 < 4237.27  to the left,  agree=0.9, adj=0.667, (0 split)
      c1  < 4327.041 to the right, agree=0.8, adj=0.333, (0 split)
      c11 < 4238.254 to the left,  agree=0.8, adj=0.333, (0 split)

Node number 5855: 67 observations
  predicted class=open    expected loss=0  P(node) =0.006402293
    class counts:     0    67
   probabilities: 0.000 1.000 

Node number 5880: 33 observations,    complexity param=0.0004963483
  predicted class=closed  expected loss=0.3939394  P(node) =0.003153368
    class counts:    20    13
   probabilities: 0.606 0.394 
  left son=11760 (21 obs) right son=11761 (12 obs)
  Primary splits:
      c15 < 4605.692 to the right, improve=4.781385, (0 missing)
      c12 < 4245.268 to the right, improve=2.276094, (0 missing)
      c8  < 4069.094 to the left,  improve=2.103730, (0 missing)
      c4  < 4621.216 to the right, improve=1.979798, (0 missing)
      c3  < 4021.493 to the left,  improve=1.943290, (0 missing)
  Surrogate splits:
      c13 < 4273.14  to the right, agree=0.788, adj=0.417, (0 split)
      c4  < 4618.271 to the right, agree=0.727, adj=0.250, (0 split)
      c5  < 4127.423 to the left,  agree=0.697, adj=0.167, (0 split)
      c7  < 4215.964 to the right, agree=0.697, adj=0.167, (0 split)
      c6  < 4331.235 to the right, agree=0.667, adj=0.083, (0 split)

Node number 5881: 17 observations,    complexity param=0.000319081
  predicted class=open    expected loss=0.1764706  P(node) =0.001624462
    class counts:     3    14
   probabilities: 0.176 0.824 
  left son=11762 (6 obs) right son=11763 (11 obs)
  Primary splits:
      c2  < 4257.941 to the left,  improve=1.941176, (0 missing)
      c6  < 4335.174 to the left,  improve=1.941176, (0 missing)
      c1  < 4293.167 to the left,  improve=1.750700, (0 missing)
      c9  < 4212.767 to the right, improve=1.750700, (0 missing)
      c12 < 4210.015 to the left,  improve=1.512605, (0 missing)
  Surrogate splits:
      c7 < 4232.351 to the left,  agree=0.824, adj=0.500, (0 split)
      c9 < 4193.891 to the left,  agree=0.824, adj=0.500, (0 split)
      c1 < 4295.616 to the left,  agree=0.765, adj=0.333, (0 split)
      c4 < 4622.174 to the right, agree=0.765, adj=0.333, (0 split)
      c5 < 4113.959 to the left,  agree=0.765, adj=0.333, (0 split)

Node number 5882: 2 observations
  predicted class=closed  expected loss=0  P(node) =0.0001911132
    class counts:     2     0
   probabilities: 1.000 0.000 

Node number 5883: 29 observations,    complexity param=0.0001063603
  predicted class=open    expected loss=0.03448276  P(node) =0.002771142
    class counts:     1    28
   probabilities: 0.034 0.966 
  left son=11766 (3 obs) right son=11767 (26 obs)
  Primary splits:
      c6  < 4347.593 to the right, improve=0.5977011, (0 missing)
      c13 < 4266.63  to the left,  improve=0.5977011, (0 missing)
      c12 < 4223.762 to the left,  improve=0.4310345, (0 missing)
      c1  < 4297.381 to the left,  improve=0.2167488, (0 missing)
      c16 < 4366.836 to the left,  improve=0.2167488, (0 missing)
  Surrogate splits:
      c13 < 4266.63  to the left,  agree=0.931, adj=0.333, (0 split)

Node number 5884: 7 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.2857143  P(node) =0.0006688963
    class counts:     5     2
   probabilities: 0.714 0.286 
  left son=11768 (4 obs) right son=11769 (3 obs)
  Primary splits:
      c8  < 4088.139 to the right, improve=1.523810, (0 missing)
      c10 < 4609.911 to the right, improve=1.523810, (0 missing)
      c3  < 4040.332 to the left,  improve=1.190476, (0 missing)
      c4  < 4626.848 to the right, improve=1.190476, (0 missing)
      c9  < 4221.898 to the left,  improve=1.190476, (0 missing)
  Surrogate splits:
      c5  < 4120.883 to the left,  agree=0.857, adj=0.667, (0 split)
      c7  < 4250.175 to the right, agree=0.857, adj=0.667, (0 split)
      c12 < 4222.389 to the right, agree=0.857, adj=0.667, (0 split)
      c13 < 4277.496 to the right, agree=0.857, adj=0.667, (0 split)
      c3  < 4010.442 to the left,  agree=0.714, adj=0.333, (0 split)

Node number 5885: 7 observations
  predicted class=open    expected loss=0  P(node) =0.0006688963
    class counts:     0     7
   probabilities: 0.000 1.000 

Node number 5886: 15 observations,    complexity param=0.000319081
  predicted class=open    expected loss=0.3333333  P(node) =0.001433349
    class counts:     5    10
   probabilities: 0.333 0.667 
  left son=11772 (3 obs) right son=11773 (12 obs)
  Primary splits:
      c7  < 4247.135 to the right, improve=3.333333, (0 missing)
      c15 < 4613.112 to the right, improve=3.333333, (0 missing)
      c16 < 4365.405 to the left,  improve=3.333333, (0 missing)
      c2  < 4253.899 to the right, improve=2.222222, (0 missing)
      c8  < 4070.306 to the left,  improve=2.222222, (0 missing)
  Surrogate splits:
      c15 < 4613.112 to the right, agree=1.000, adj=1.000, (0 split)
      c5  < 4128.525 to the right, agree=0.867, adj=0.333, (0 split)
      c9  < 4204.893 to the right, agree=0.867, adj=0.333, (0 split)
      c10 < 4626.358 to the right, agree=0.867, adj=0.333, (0 split)
      c16 < 4365.405 to the left,  agree=0.867, adj=0.333, (0 split)

Node number 5887: 138 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.04347826  P(node) =0.01318681
    class counts:     6   132
   probabilities: 0.043 0.957 
  left son=11774 (1 obs) right son=11775 (137 obs)
  Primary splits:
      c5  < 4093.569 to the left,  improve=1.8432240, (0 missing)
      c3  < 4034.933 to the right, improve=1.3188620, (0 missing)
      c1  < 4325.777 to the right, improve=0.8459079, (0 missing)
      c9  < 4225.694 to the right, improve=0.8459079, (0 missing)
      c13 < 4277.673 to the left,  improve=0.6551036, (0 missing)

Node number 6076: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 6077: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 6078: 2 observations,    complexity param=0.0001063603
  predicted class=closed  expected loss=0.5  P(node) =0.0001911132
    class counts:     1     1
   probabilities: 0.500 0.500 
  left son=12156 (1 obs) right son=12157 (1 obs)
  Primary splits:
      c1 < 4407.181 to the right, improve=1, (0 missing)
      c2 < 4303.914 to the left,  improve=1, (0 missing)
      c3 < 4079.518 to the right, improve=1, (0 missing)
      c4 < 4610.548 to the left,  improve=1, (0 missing)
      c5 < 4164.866 to the left,  improve=1, (0 missing)

Node number 6079: 73 observations,    complexity param=0.0001063603
  predicted class=open    expected loss=0.01369863  P(node) =0.006975633
    class counts:     1    72
   probabilities: 0.014 0.986 
  left son=12158 (8 obs) right son=12159 (65 obs)
  Primary splits:
      c2  < 4305.886 to the right, improve=0.2226027, (0 missing)
      c7  < 4209.674 to the left,  improve=0.1726027, (0 missing)
      c5  < 4173.739 to the right, improve=0.1392694, (0 missing)
      c11 < 4232.262 to the right, improve=0.1154599, (0 missing)
      c9  < 4188.005 to the right, improve=0.0902498, (0 missing)
  Surrogate splits:
      c15 < 4680.147 to the right, agree=0.932, adj=0.375, (0 split)
      c4  < 4580.64  to the left,  agree=0.918, adj=0.250, (0 split)
      c16 < 4512.345 to the right, agree=0.918, adj=0.250, (0 split)
      c1  < 4447.355 to the right, agree=0.904, adj=0.125, (0 split)
      c7  < 4261.793 to the right, agree=0.904, adj=0.125, (0 split)

Node number 6124: 2 observations
  predicted class=closed  expected loss=0  P(node) =0.0001911132
    class counts:     2     0
   probabilities: 1.000 0.000 

Node number 6125: 2 observations
  predicted class=open    expected loss=0  P(node) =0.0001911132
    class counts:     0     2
   probabilities: 0.000 1.000 

Node number 6126: 4 observations,    complexity param=0.0001063603
  predicted class=open    expected loss=0.25  P(node) =0.0003822265
    class counts:     1     3
   probabilities: 0.250 0.750 
  left son=12252 (1 obs) right son=12253 (3 obs)
  Primary splits:
      c3 < 4087.936 to the right, improve=1.5, (0 missing)
      c4 < 4620.828 to the right, improve=1.5, (0 missing)
      c6 < 4350.83  to the right, improve=1.5, (0 missing)
      c7 < 4204.461 to the right, improve=1.5, (0 missing)
      c8 < 4061.915 to the left,  improve=1.5, (0 missing)

Node number 6127: 44 observations
  predicted class=open    expected loss=0  P(node) =0.004204491
    class counts:     0    44
   probabilities: 0.000 1.000 

Node number 6138: 5 observations,    complexity param=0.0001063603
  predicted class=open    expected loss=0.2  P(node) =0.0004777831
    class counts:     1     4
   probabilities: 0.200 0.800 
  left son=12276 (1 obs) right son=12277 (4 obs)
  Primary splits:
      c1  < 4423.926 to the right, improve=1.6, (0 missing)
      c3  < 4090.593 to the right, improve=1.6, (0 missing)
      c6  < 4345.401 to the right, improve=1.6, (0 missing)
      c13 < 4309.188 to the left,  improve=1.6, (0 missing)
      c15 < 4661.567 to the right, improve=1.6, (0 missing)

Node number 6139: 31 observations
  predicted class=open    expected loss=0  P(node) =0.002962255
    class counts:     0    31
   probabilities: 0.000 1.000 

Node number 6144: 183 observations,    complexity param=0.0001063603
  predicted class=closed  expected loss=0.01092896  P(node) =0.01748686
    class counts:   181     2
   probabilities: 0.989 0.011 
  left son=12288 (176 obs) right son=12289 (7 obs)
  Primary splits:
      c2  < 4241.579 to the right, improve=0.25336210, (0 missing)
      c6  < 4317.17  to the right, improve=0.13464670, (0 missing)
      c11 < 4195.168 to the right, improve=0.07568714, (0 missing)
      c12 < 4237.011 to the left,  improve=0.07568714, (0 missing)
      c3  < 4011.045 to the left,  improve=0.07374243, (0 missing)
  Surrogate splits:
      c16 < 4327.955 to the right, agree=0.967, adj=0.143, (0 split)

Node number 6145: 31 observations,    complexity param=0.0001215547
  predicted class=closed  expected loss=0.09677419  P(node) =0.002962255
    class counts:    28     3
   probabilities: 0.903 0.097 
  left son=12290 (28 obs) right son=12291 (3 obs)
  Primary splits:
      c7  < 4233.554 to the right, improve=2.1574500, (0 missing)
      c6  < 4321.655 to the right, improve=1.6860220, (0 missing)
      c12 < 4244.664 to the left,  improve=1.0962780, (0 missing)
      c13 < 4271.981 to the right, improve=1.0962780, (0 missing)
      c16 < 4359.575 to the left,  improve=0.8326882, (0 missing)

Node number 6146: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 6147: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 6196: 44 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.1590909  P(node) =0.004204491
    class counts:    37     7
   probabilities: 0.841 0.159 
  left son=12392 (41 obs) right son=12393 (3 obs)
  Primary splits:
      c4  < 4593.105 to the right, improve=1.658906, (0 missing)
      c13 < 4266.354 to the right, improve=1.610823, (0 missing)
      c5  < 4090.072 to the right, improve=1.447146, (0 missing)
      c7  < 4250.437 to the left,  improve=1.447146, (0 missing)
      c11 < 4194.068 to the right, improve=1.227273, (0 missing)

Node number 6197: 4 observations
  predicted class=open    expected loss=0  P(node) =0.0003822265
    class counts:     0     4
   probabilities: 0.000 1.000 

Node number 6198: 4 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.25  P(node) =0.0003822265
    class counts:     3     1
   probabilities: 0.750 0.250 
  left son=12396 (3 obs) right son=12397 (1 obs)
  Primary splits:
      c2  < 4262.568 to the left,  improve=1.5, (0 missing)
      c5  < 4101.005 to the right, improve=1.5, (0 missing)
      c8  < 4048.877 to the right, improve=1.5, (0 missing)
      c10 < 4615.102 to the left,  improve=1.5, (0 missing)
      c16 < 4360.435 to the left,  improve=1.5, (0 missing)

Node number 6199: 8 observations
  predicted class=open    expected loss=0  P(node) =0.0007644529
    class counts:     0     8
   probabilities: 0.000 1.000 

Node number 6290: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 6291: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 6296: 17 observations,    complexity param=0.0001063603
  predicted class=closed  expected loss=0.05882353  P(node) =0.001624462
    class counts:    16     1
   probabilities: 0.941 0.059 
  left son=12592 (15 obs) right son=12593 (2 obs)
  Primary splits:
      c8  < 4053.252 to the left,  improve=0.8823529, (0 missing)
      c2  < 4251.207 to the right, improve=0.5490196, (0 missing)
      c16 < 4356.138 to the left,  improve=0.3823529, (0 missing)
      c3  < 4002.417 to the right, improve=0.2823529, (0 missing)
      c4  < 4612.479 to the left,  improve=0.2823529, (0 missing)

Node number 6297: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 6298: 2 observations
  predicted class=closed  expected loss=0  P(node) =0.0001911132
    class counts:     2     0
   probabilities: 1.000 0.000 

Node number 6299: 6 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.1666667  P(node) =0.0005733397
    class counts:     1     5
   probabilities: 0.167 0.833 
  left son=12598 (1 obs) right son=12599 (5 obs)
  Primary splits:
      c2  < 4237.969 to the left,  improve=1.6666670, (0 missing)
      c3  < 3998.909 to the left,  improve=1.6666670, (0 missing)
      c4  < 4612.36  to the right, improve=1.6666670, (0 missing)
      c10 < 4602.598 to the left,  improve=1.6666670, (0 missing)
      c5  < 4099.096 to the left,  improve=0.6666667, (0 missing)

Node number 6302: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 6303: 8 observations
  predicted class=open    expected loss=0  P(node) =0.0007644529
    class counts:     0     8
   probabilities: 0.000 1.000 

Node number 6306: 21 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.1428571  P(node) =0.002006689
    class counts:    18     3
   probabilities: 0.857 0.143 
  left son=12612 (20 obs) right son=12613 (1 obs)
  Primary splits:
      c2  < 4240.926 to the right, improve=1.5428570, (0 missing)
      c4  < 4609.251 to the right, improve=1.5428570, (0 missing)
      c13 < 4268.006 to the right, improve=1.2605040, (0 missing)
      c6  < 4337.322 to the left,  improve=0.7792208, (0 missing)
      c10 < 4609.291 to the left,  improve=0.7792208, (0 missing)

Node number 6307: 5 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.4  P(node) =0.0004777831
    class counts:     2     3
   probabilities: 0.400 0.600 
  left son=12614 (2 obs) right son=12615 (3 obs)
  Primary splits:
      c2  < 4245.546 to the left,  improve=2.4, (0 missing)
      c4  < 4611.884 to the left,  improve=2.4, (0 missing)
      c7  < 4220.017 to the left,  improve=2.4, (0 missing)
      c8  < 4047.456 to the left,  improve=2.4, (0 missing)
      c12 < 4241.066 to the right, improve=2.4, (0 missing)
  Surrogate splits:
      c4  < 4611.884 to the left,  agree=1.0, adj=1.0, (0 split)
      c7  < 4220.017 to the left,  agree=1.0, adj=1.0, (0 split)
      c8  < 4047.456 to the left,  agree=1.0, adj=1.0, (0 split)
      c12 < 4241.066 to the right, agree=1.0, adj=1.0, (0 split)
      c1  < 4266.787 to the right, agree=0.8, adj=0.5, (0 split)

Node number 6332: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 6333: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 6402: 3 observations
  predicted class=closed  expected loss=0  P(node) =0.0002866699
    class counts:     3     0
   probabilities: 1.000 0.000 

Node number 6403: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 6432: 25 observations
  predicted class=closed  expected loss=0  P(node) =0.002388915
    class counts:    25     0
   probabilities: 1.000 0.000 

Node number 6433: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 6434: 48 observations,    complexity param=0.0004254414
  predicted class=closed  expected loss=0.1666667  P(node) =0.004586718
    class counts:    40     8
   probabilities: 0.833 0.167 
  left son=12868 (42 obs) right son=12869 (6 obs)
  Primary splits:
      c16 < 4341.975 to the right, improve=3.428571, (0 missing)
      c4  < 4617.115 to the left,  improve=1.747126, (0 missing)
      c9  < 4205.27  to the right, improve=1.462366, (0 missing)
      c8  < 4045.461 to the right, improve=1.418440, (0 missing)
      c10 < 4600.264 to the right, improve=1.418440, (0 missing)

Node number 6435: 25 observations,    complexity param=0.0004786216
  predicted class=closed  expected loss=0.48  P(node) =0.002388915
    class counts:    13    12
   probabilities: 0.520 0.480 
  left son=12870 (12 obs) right son=12871 (13 obs)
  Primary splits:
      c15 < 4610.288 to the right, improve=4.531282, (0 missing)
      c16 < 4349     to the left,  improve=4.269474, (0 missing)
      c1  < 4281.988 to the left,  improve=3.413333, (0 missing)
      c8  < 4048.567 to the left,  improve=2.613333, (0 missing)
      c10 < 4608.462 to the left,  improve=2.613333, (0 missing)
  Surrogate splits:
      c11 < 4194.873 to the right, agree=0.80, adj=0.583, (0 split)
      c12 < 4217.174 to the left,  agree=0.80, adj=0.583, (0 split)
      c4  < 4618.982 to the left,  agree=0.76, adj=0.500, (0 split)
      c10 < 4608.462 to the left,  agree=0.76, adj=0.500, (0 split)
      c1  < 4281.988 to the left,  agree=0.72, adj=0.417, (0 split)

Node number 6450: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 6451: 3 observations
  predicted class=open    expected loss=0  P(node) =0.0002866699
    class counts:     0     3
   probabilities: 0.000 1.000 

Node number 6626: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 6627: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 6644: 19 observations,    complexity param=0.000319081
  predicted class=closed  expected loss=0.4210526  P(node) =0.001815576
    class counts:    11     8
   probabilities: 0.579 0.421 
  left son=13288 (9 obs) right son=13289 (10 obs)
  Primary splits:
      c3  < 3992.384 to the right, improve=3.285380, (0 missing)
      c2  < 4255.968 to the left,  improve=2.406015, (0 missing)
      c4  < 4625.044 to the left,  improve=2.388158, (0 missing)
      c7  < 4226.164 to the right, improve=1.498452, (0 missing)
      c11 < 4178.772 to the right, improve=1.498452, (0 missing)
  Surrogate splits:
      c13 < 4277.656 to the right, agree=0.737, adj=0.444, (0 split)
      c5  < 4108.321 to the right, agree=0.684, adj=0.333, (0 split)
      c7  < 4233.935 to the left,  agree=0.684, adj=0.333, (0 split)
      c15 < 4609.38  to the right, agree=0.684, adj=0.333, (0 split)
      c16 < 4354.1   to the right, agree=0.684, adj=0.333, (0 split)

Node number 6645: 25 observations,    complexity param=0.000319081
  predicted class=open    expected loss=0.2  P(node) =0.002388915
    class counts:     5    20
   probabilities: 0.200 0.800 
  left son=13290 (6 obs) right son=13291 (19 obs)
  Primary splits:
      c15 < 4593.53  to the left,  improve=3.438596, (0 missing)
      c16 < 4351.153 to the left,  improve=2.782609, (0 missing)
      c1  < 4291.462 to the right, improve=2.166667, (0 missing)
      c12 < 4230.224 to the right, improve=2.166667, (0 missing)
      c2  < 4259.759 to the right, improve=1.846154, (0 missing)
  Surrogate splits:
      c12 < 4239.509 to the right, agree=0.84, adj=0.333, (0 split)
      c16 < 4351.153 to the left,  agree=0.84, adj=0.333, (0 split)
      c5  < 4127.507 to the right, agree=0.80, adj=0.167, (0 split)
      c9  < 4185.001 to the left,  agree=0.80, adj=0.167, (0 split)

Node number 6654: 46 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.1521739  P(node) =0.004395604
    class counts:     7    39
   probabilities: 0.152 0.848 
  left son=13308 (5 obs) right son=13309 (41 obs)
  Primary splits:
      c8  < 4051.168 to the right, improve=2.250053, (0 missing)
      c4  < 4620.632 to the left,  improve=1.789565, (0 missing)
      c11 < 4167.65  to the left,  improve=1.469565, (0 missing)
      c9  < 4199.324 to the right, improve=1.460963, (0 missing)
      c12 < 4236.211 to the left,  improve=1.369565, (0 missing)
  Surrogate splits:
      c9 < 4219.893 to the right, agree=0.935, adj=0.4, (0 split)

Node number 6655: 35 observations
  predicted class=open    expected loss=0  P(node) =0.003344482
    class counts:     0    35
   probabilities: 0.000 1.000 

Node number 6914: 2 observations
  predicted class=closed  expected loss=0  P(node) =0.0001911132
    class counts:     2     0
   probabilities: 1.000 0.000 

Node number 6915: 2 observations
  predicted class=open    expected loss=0  P(node) =0.0001911132
    class counts:     0     2
   probabilities: 0.000 1.000 

Node number 6944: 52 observations,    complexity param=0.0004254414
  predicted class=closed  expected loss=0.1730769  P(node) =0.004968944
    class counts:    43     9
   probabilities: 0.827 0.173 
  left son=13888 (50 obs) right son=13889 (2 obs)
  Primary splits:
      c3  < 4053.753 to the left,  improve=2.844615, (0 missing)
      c5  < 4124.976 to the left,  improve=2.020979, (0 missing)
      c15 < 4579.434 to the right, improve=2.020979, (0 missing)
      c12 < 4286.634 to the left,  improve=1.551282, (0 missing)
      c11 < 4167.898 to the right, improve=1.551282, (0 missing)

Node number 6945: 17 observations,    complexity param=0.0006381621
  predicted class=open    expected loss=0.4705882  P(node) =0.001624462
    class counts:     8     9
   probabilities: 0.471 0.529 
  left son=13890 (9 obs) right son=13891 (8 obs)
  Primary splits:
      c16 < 4337.715 to the left,  improve=3.609477, (0 missing)
      c2  < 4257.6   to the left,  improve=3.137255, (0 missing)
      c3  < 4005.641 to the right, improve=2.440285, (0 missing)
      c9  < 4196.585 to the left,  improve=2.316742, (0 missing)
      c10 < 4596.234 to the right, improve=2.316742, (0 missing)
  Surrogate splits:
      c3  < 4003.017 to the right, agree=0.882, adj=0.750, (0 split)
      c8  < 4046.658 to the right, agree=0.824, adj=0.625, (0 split)
      c1  < 4286.767 to the left,  agree=0.765, adj=0.500, (0 split)
      c2  < 4259.259 to the left,  agree=0.765, adj=0.500, (0 split)
      c10 < 4596.234 to the right, agree=0.765, adj=0.500, (0 split)

Node number 6948: 5 observations
  predicted class=closed  expected loss=0  P(node) =0.0004777831
    class counts:     5     0
   probabilities: 1.000 0.000 

Node number 6949: 2 observations
  predicted class=open    expected loss=0  P(node) =0.0001911132
    class counts:     0     2
   probabilities: 0.000 1.000 

Node number 6956: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 6957: 2 observations
  predicted class=open    expected loss=0  P(node) =0.0001911132
    class counts:     0     2
   probabilities: 0.000 1.000 

Node number 6970: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 6971: 5 observations
  predicted class=open    expected loss=0  P(node) =0.0004777831
    class counts:     0     5
   probabilities: 0.000 1.000 

Node number 6972: 3 observations
  predicted class=closed  expected loss=0  P(node) =0.0002866699
    class counts:     3     0
   probabilities: 1.000 0.000 

Node number 6973: 3 observations
  predicted class=open    expected loss=0  P(node) =0.0002866699
    class counts:     0     3
   probabilities: 0.000 1.000 

Node number 6974: 9 observations,    complexity param=0.000319081
  predicted class=open    expected loss=0.3333333  P(node) =0.0008600096
    class counts:     3     6
   probabilities: 0.333 0.667 
  left son=13948 (3 obs) right son=13949 (6 obs)
  Primary splits:
      c16 < 4323.953 to the right, improve=4.000000, (0 missing)
      c8  < 4052.654 to the left,  improve=2.500000, (0 missing)
      c10 < 4597.556 to the right, improve=2.500000, (0 missing)
      c15 < 4585.353 to the right, improve=2.500000, (0 missing)
      c9  < 4195.688 to the right, improve=2.285714, (0 missing)
  Surrogate splits:
      c8  < 4052.654 to the left,  agree=0.889, adj=0.667, (0 split)
      c9  < 4195.688 to the right, agree=0.889, adj=0.667, (0 split)
      c10 < 4597.556 to the right, agree=0.889, adj=0.667, (0 split)
      c13 < 4259.98  to the right, agree=0.889, adj=0.667, (0 split)
      c15 < 4585.353 to the right, agree=0.889, adj=0.667, (0 split)

Node number 6975: 37 observations,    complexity param=0.0001063603
  predicted class=open    expected loss=0.02702703  P(node) =0.003535595
    class counts:     1    36
   probabilities: 0.027 0.973 
  left son=13950 (4 obs) right son=13951 (33 obs)
  Primary splits:
      c5  < 4099.394 to the left,  improve=0.4459459, (0 missing)
      c15 < 4602.304 to the right, improve=0.4459459, (0 missing)
      c12 < 4211.544 to the left,  improve=0.2792793, (0 missing)
      c8  < 4053.263 to the right, improve=0.2316602, (0 missing)
      c3  < 3994.041 to the left,  improve=0.1959459, (0 missing)

Node number 7004: 4 observations
  predicted class=closed  expected loss=0  P(node) =0.0003822265
    class counts:     4     0
   probabilities: 1.000 0.000 

Node number 7005: 7 observations,    complexity param=0.0004254414
  predicted class=open    expected loss=0.2857143  P(node) =0.0006688963
    class counts:     2     5
   probabilities: 0.286 0.714 
  left son=14010 (2 obs) right son=14011 (5 obs)
  Primary splits:
      c5  < 4100.793 to the left,  improve=2.857143, (0 missing)
      c1  < 4285.208 to the left,  improve=1.523810, (0 missing)
      c7  < 4226.762 to the right, improve=1.523810, (0 missing)
      c11 < 4182.847 to the right, improve=1.523810, (0 missing)
      c9  < 4181.011 to the left,  improve=1.190476, (0 missing)
  Surrogate splits:
      c1  < 4285.208 to the left,  agree=0.857, adj=0.5, (0 split)
      c7  < 4226.762 to the right, agree=0.857, adj=0.5, (0 split)
      c11 < 4182.847 to the right, agree=0.857, adj=0.5, (0 split)

Node number 7006: 14 observations,    complexity param=0.0002836276
  predicted class=open    expected loss=0.3571429  P(node) =0.001337793
    class counts:     5     9
   probabilities: 0.357 0.643 
  left son=14012 (8 obs) right son=14013 (6 obs)
  Primary splits:
      c11 < 4172.114 to the right, improve=2.678571, (0 missing)
      c12 < 4225.349 to the right, improve=1.984127, (0 missing)
      c1  < 4260.726 to the right, improve=1.928571, (0 missing)
      c8  < 4041.093 to the left,  improve=1.928571, (0 missing)
      c15 < 4590.846 to the right, improve=1.928571, (0 missing)
  Surrogate splits:
      c5  < 4107.559 to the left,  agree=0.786, adj=0.500, (0 split)
      c7  < 4211.453 to the right, agree=0.786, adj=0.500, (0 split)
      c8  < 4048.367 to the left,  agree=0.786, adj=0.500, (0 split)
      c12 < 4225.349 to the right, agree=0.786, adj=0.500, (0 split)
      c2  < 4230.893 to the right, agree=0.714, adj=0.333, (0 split)

Node number 7007: 48 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.08333333  P(node) =0.004586718
    class counts:     4    44
   probabilities: 0.083 0.917 
  left son=14014 (1 obs) right son=14015 (47 obs)
  Primary splits:
      c12 < 4169.218 to the left,  improve=1.7163120, (0 missing)
      c13 < 4259.149 to the right, improve=1.2156860, (0 missing)
      c2  < 4247.278 to the left,  improve=0.6133333, (0 missing)
      c11 < 4188.745 to the right, improve=0.6133333, (0 missing)
      c3  < 3976.373 to the left,  improve=0.5185185, (0 missing)

Node number 7034: 6 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.5  P(node) =0.0005733397
    class counts:     3     3
   probabilities: 0.500 0.500 
  left son=14068 (3 obs) right son=14069 (3 obs)
  Primary splits:
      c4  < 4618.493 to the left,  improve=3.0, (0 missing)
      c11 < 4198.694 to the left,  improve=3.0, (0 missing)
      c1  < 4277.658 to the left,  improve=1.5, (0 missing)
      c3  < 3983.664 to the left,  improve=1.5, (0 missing)
      c6  < 4337.67  to the left,  improve=1.5, (0 missing)
  Surrogate splits:
      c11 < 4198.694 to the left,  agree=1.000, adj=1.000, (0 split)
      c1  < 4277.658 to the left,  agree=0.833, adj=0.667, (0 split)
      c3  < 3983.664 to the left,  agree=0.833, adj=0.667, (0 split)
      c6  < 4337.67  to the left,  agree=0.833, adj=0.667, (0 split)
      c7  < 4227.091 to the right, agree=0.833, adj=0.667, (0 split)

Node number 7035: 27 observations,    complexity param=0.0001063603
  predicted class=open    expected loss=0.07407407  P(node) =0.002580029
    class counts:     2    25
   probabilities: 0.074 0.926 
  left son=14070 (2 obs) right son=14071 (25 obs)
  Primary splits:
      c8  < 4053.692 to the right, improve=0.7837037, (0 missing)
      c6  < 4334.549 to the right, improve=0.7037037, (0 missing)
      c9  < 4200.898 to the right, improve=0.5925926, (0 missing)
      c15 < 4595.44  to the right, improve=0.5925926, (0 missing)
      c2  < 4251.629 to the left,  improve=0.5037037, (0 missing)

Node number 7038: 2 observations,    complexity param=0.0001063603
  predicted class=closed  expected loss=0.5  P(node) =0.0001911132
    class counts:     1     1
   probabilities: 0.500 0.500 
  left son=14076 (1 obs) right son=14077 (1 obs)
  Primary splits:
      c1 < 4295.303 to the left,  improve=1, (0 missing)
      c2 < 4261.56  to the left,  improve=1, (0 missing)
      c3 < 3979.969 to the left,  improve=1, (0 missing)
      c4 < 4605.072 to the right, improve=1, (0 missing)
      c5 < 4108.91  to the left,  improve=1, (0 missing)

Node number 7039: 85 observations
  predicted class=open    expected loss=0  P(node) =0.008122312
    class counts:     0    85
   probabilities: 0.000 1.000 

Node number 7238: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 7239: 2 observations
  predicted class=open    expected loss=0  P(node) =0.0001911132
    class counts:     0     2
   probabilities: 0.000 1.000 

Node number 7248: 20 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.1  P(node) =0.001911132
    class counts:    18     2
   probabilities: 0.900 0.100 
  left son=14496 (19 obs) right son=14497 (1 obs)
  Primary splits:
      c1  < 4325.172 to the left,  improve=1.7052630, (0 missing)
      c12 < 4203.742 to the right, improve=1.7052630, (0 missing)
      c11 < 4206.258 to the left,  improve=1.2000000, (0 missing)
      c15 < 4611.121 to the left,  improve=1.2000000, (0 missing)
      c2  < 4254.13  to the right, improve=0.9333333, (0 missing)

Node number 7249: 2 observations
  predicted class=open    expected loss=0  P(node) =0.0001911132
    class counts:     0     2
   probabilities: 0.000 1.000 

Node number 7264: 234 observations,    complexity param=0.0009572431
  predicted class=closed  expected loss=0.2435897  P(node) =0.02236025
    class counts:   177    57
   probabilities: 0.756 0.244 
  left son=14528 (163 obs) right son=14529 (71 obs)
  Primary splits:
      c3 < 3990.038 to the left,  improve=5.540542, (0 missing)
      c9 < 4185.3   to the left,  improve=3.873217, (0 missing)
      c5 < 4090.721 to the left,  improve=3.774459, (0 missing)
      c6 < 4349.041 to the left,  improve=3.477522, (0 missing)
      c8 < 4077.243 to the left,  improve=2.659341, (0 missing)
  Surrogate splits:
      c5  < 4108.565 to the left,  agree=0.722, adj=0.085, (0 split)
      c7  < 4211.855 to the right, agree=0.718, adj=0.070, (0 split)
      c1  < 4302.542 to the left,  agree=0.714, adj=0.056, (0 split)
      c11 < 4166.048 to the right, agree=0.714, adj=0.056, (0 split)
      c4  < 4591.452 to the right, agree=0.705, adj=0.028, (0 split)

Node number 7265: 185 observations,    complexity param=0.001595405
  predicted class=closed  expected loss=0.4864865  P(node) =0.01767797
    class counts:    95    90
   probabilities: 0.514 0.486 
  left son=14530 (38 obs) right son=14531 (147 obs)
  Primary splits:
      c3  < 3997.755 to the right, improve=5.960896, (0 missing)
      c9  < 4191.305 to the left,  improve=5.701198, (0 missing)
      c8  < 4059.564 to the left,  improve=5.672745, (0 missing)
      c16 < 4352.36  to the right, improve=5.162317, (0 missing)
      c11 < 4200.601 to the left,  improve=5.109356, (0 missing)
  Surrogate splits:
      c8  < 4093.355 to the right, agree=0.805, adj=0.053, (0 split)
      c10 < 4594.645 to the left,  agree=0.805, adj=0.053, (0 split)
      c16 < 4363.857 to the right, agree=0.805, adj=0.053, (0 split)
      c9  < 4180.374 to the left,  agree=0.800, adj=0.026, (0 split)

Node number 7266: 18 observations,    complexity param=0.0006381621
  predicted class=closed  expected loss=0.3888889  P(node) =0.001720019
    class counts:    11     7
   probabilities: 0.611 0.389 
  left son=14532 (15 obs) right son=14533 (3 obs)
  Primary splits:
      c3  < 4019.513 to the left,  improve=2.688889, (0 missing)
      c12 < 4225.369 to the right, improve=2.688889, (0 missing)
      c2  < 4242.95  to the right, improve=1.680556, (0 missing)
      c10 < 4619.104 to the left,  improve=1.680556, (0 missing)
      c6  < 4336.476 to the right, improve=1.386724, (0 missing)
  Surrogate splits:
      c7 < 4231.559 to the left,  agree=0.944, adj=0.667, (0 split)
      c9 < 4194.769 to the left,  agree=0.889, adj=0.333, (0 split)

Node number 7267: 41 observations,    complexity param=0.0004254414
  predicted class=open    expected loss=0.195122  P(node) =0.003917821
    class counts:     8    33
   probabilities: 0.195 0.805 
  left son=14534 (2 obs) right son=14535 (39 obs)
  Primary splits:
      c4  < 4615.168 to the right, improve=2.724203, (0 missing)
      c5  < 4111.287 to the right, improve=2.724203, (0 missing)
      c15 < 4615.518 to the right, improve=2.724203, (0 missing)
      c7  < 4226.023 to the right, improve=2.458694, (0 missing)
      c1  < 4299.337 to the right, improve=2.390654, (0 missing)

Node number 7268: 151 observations,    complexity param=0.001010423
  predicted class=closed  expected loss=0.3774834  P(node) =0.01442905
    class counts:    94    57
   probabilities: 0.623 0.377 
  left son=14536 (31 obs) right son=14537 (120 obs)
  Primary splits:
      c15 < 4580.297 to the left,  improve=7.641619, (0 missing)
      c11 < 4189.403 to the left,  improve=5.077235, (0 missing)
      c2  < 4274.297 to the left,  improve=5.006011, (0 missing)
      c7  < 4205.304 to the left,  improve=4.397544, (0 missing)
      c16 < 4360.67  to the right, improve=3.715089, (0 missing)
  Surrogate splits:
      c7  < 4204.61  to the left,  agree=0.841, adj=0.226, (0 split)
      c13 < 4259.147 to the left,  agree=0.828, adj=0.161, (0 split)
      c4  < 4594.887 to the left,  agree=0.821, adj=0.129, (0 split)
      c8  < 4054.678 to the left,  agree=0.808, adj=0.065, (0 split)
      c9  < 4162.328 to the left,  agree=0.808, adj=0.065, (0 split)

Node number 7269: 72 observations,    complexity param=0.0007445224
  predicted class=open    expected loss=0.2916667  P(node) =0.006880076
    class counts:    21    51
   probabilities: 0.292 0.708 
  left son=14538 (19 obs) right son=14539 (53 obs)
  Primary splits:
      c5  < 4115.876 to the left,  improve=4.260427, (0 missing)
      c10 < 4626.213 to the right, improve=4.250000, (0 missing)
      c7  < 4225.266 to the right, improve=3.195378, (0 missing)
      c3  < 4013.746 to the left,  improve=2.956897, (0 missing)
      c4  < 4614.747 to the right, improve=2.769780, (0 missing)
  Surrogate splits:
      c7  < 4238.576 to the right, agree=0.778, adj=0.158, (0 split)
      c3  < 3966.609 to the left,  agree=0.764, adj=0.105, (0 split)
      c8  < 4063.813 to the right, agree=0.764, adj=0.105, (0 split)
      c9  < 4209.359 to the right, agree=0.764, adj=0.105, (0 split)
      c11 < 4206.994 to the right, agree=0.764, adj=0.105, (0 split)

Node number 7270: 76 observations,    complexity param=0.001595405
  predicted class=closed  expected loss=0.4868421  P(node) =0.007262303
    class counts:    39    37
   probabilities: 0.513 0.487 
  left son=14540 (41 obs) right son=14541 (35 obs)
  Primary splits:
      c13 < 4280.366 to the left,  improve=5.131872, (0 missing)
      c2  < 4249.334 to the left,  improve=4.670952, (0 missing)
      c11 < 4202.132 to the left,  improve=4.570323, (0 missing)
      c16 < 4347.539 to the left,  improve=3.935223, (0 missing)
      c10 < 4597.06  to the left,  improve=2.393265, (0 missing)
  Surrogate splits:
      c1  < 4298.272 to the left,  agree=0.697, adj=0.343, (0 split)
      c2  < 4258.396 to the left,  agree=0.697, adj=0.343, (0 split)
      c11 < 4207.117 to the left,  agree=0.671, adj=0.286, (0 split)
      c10 < 4612.454 to the left,  agree=0.645, adj=0.229, (0 split)
      c15 < 4604.049 to the left,  agree=0.645, adj=0.229, (0 split)

Node number 7271: 257 observations,    complexity param=0.0008508828
  predicted class=open    expected loss=0.2645914  P(node) =0.02455805
    class counts:    68   189
   probabilities: 0.265 0.735 
  left son=14542 (8 obs) right son=14543 (249 obs)
  Primary splits:
      c13 < 4252.914 to the left,  improve=3.891066, (0 missing)
      c16 < 4345.299 to the right, improve=3.488857, (0 missing)
      c2  < 4229.317 to the left,  improve=3.283281, (0 missing)
      c11 < 4205.208 to the left,  improve=3.238571, (0 missing)
      c1  < 4267.224 to the left,  improve=2.923501, (0 missing)
  Surrogate splits:
      c7 < 4197.127 to the left,  agree=0.973, adj=0.125, (0 split)

Node number 7272: 40 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.1  P(node) =0.003822265
    class counts:    36     4
   probabilities: 0.900 0.100 
  left son=14544 (37 obs) right son=14545 (3 obs)
  Primary splits:
      c11 < 4214.171 to the left,  improve=2.082883, (0 missing)
      c13 < 4282.419 to the left,  improve=1.866667, (0 missing)
      c16 < 4338.385 to the right, improve=1.661538, (0 missing)
      c2  < 4268.663 to the left,  improve=1.066667, (0 missing)
      c4  < 4622.125 to the left,  improve=1.028571, (0 missing)

Node number 7273: 19 observations,    complexity param=0.0007445224
  predicted class=open    expected loss=0.4210526  P(node) =0.001815576
    class counts:     8    11
   probabilities: 0.421 0.579 
  left son=14546 (10 obs) right son=14547 (9 obs)
  Primary splits:
      c12 < 4233.414 to the left,  improve=3.285380, (0 missing)
      c10 < 4632.886 to the right, improve=2.990431, (0 missing)
      c6  < 4335.121 to the left,  improve=2.388158, (0 missing)
      c8  < 4088.266 to the left,  improve=2.388158, (0 missing)
      c11 < 4193.048 to the left,  improve=2.388158, (0 missing)
  Surrogate splits:
      c5  < 4113.443 to the right, agree=0.737, adj=0.444, (0 split)
      c13 < 4278.217 to the left,  agree=0.737, adj=0.444, (0 split)
      c4  < 4621.86  to the left,  agree=0.684, adj=0.333, (0 split)
      c6  < 4337.129 to the left,  agree=0.684, adj=0.333, (0 split)
      c8  < 4093.922 to the left,  agree=0.684, adj=0.333, (0 split)

Node number 7274: 9 observations,    complexity param=0.0006381621
  predicted class=closed  expected loss=0.3333333  P(node) =0.0008600096
    class counts:     6     3
   probabilities: 0.667 0.333 
  left son=14548 (6 obs) right son=14549 (3 obs)
  Primary splits:
      c3  < 4009.745 to the left,  improve=4.000000, (0 missing)
      c15 < 4583.274 to the right, improve=4.000000, (0 missing)
      c7  < 4226.049 to the right, improve=2.500000, (0 missing)
      c11 < 4186.228 to the right, improve=2.500000, (0 missing)
      c9  < 4188.731 to the right, improve=2.285714, (0 missing)
  Surrogate splits:
      c15 < 4583.274 to the right, agree=1.000, adj=1.000, (0 split)
      c7  < 4226.049 to the right, agree=0.889, adj=0.667, (0 split)
      c9  < 4188.731 to the right, agree=0.889, adj=0.667, (0 split)
      c11 < 4174.959 to the right, agree=0.889, adj=0.667, (0 split)
      c2  < 4257.798 to the right, agree=0.778, adj=0.333, (0 split)

Node number 7275: 15 observations,    complexity param=0.0001063603
  predicted class=open    expected loss=0.06666667  P(node) =0.001433349
    class counts:     1    14
   probabilities: 0.067 0.933 
  left son=14550 (2 obs) right son=14551 (13 obs)
  Primary splits:
      c4  < 4622.741 to the right, improve=0.8666667, (0 missing)
      c13 < 4273.042 to the left,  improve=0.8666667, (0 missing)
      c16 < 4338.664 to the left,  improve=0.8666667, (0 missing)
      c1  < 4280.671 to the left,  improve=0.5333333, (0 missing)
      c2  < 4254.801 to the left,  improve=0.5333333, (0 missing)
  Surrogate splits:
      c2 < 4254.801 to the left,  agree=0.933, adj=0.5, (0 split)
      c7 < 4243.511 to the right, agree=0.933, adj=0.5, (0 split)

Node number 7276: 248 observations,    complexity param=0.001914486
  predicted class=closed  expected loss=0.4637097  P(node) =0.02369804
    class counts:   133   115
   probabilities: 0.536 0.464 
  left son=14552 (104 obs) right son=14553 (144 obs)
  Primary splits:
      c12 < 4225.164 to the left,  improve=5.793355, (0 missing)
      c6  < 4326.127 to the right, improve=5.303296, (0 missing)
      c4  < 4622.62  to the left,  improve=4.725944, (0 missing)
      c3  < 3994.485 to the right, improve=4.422537, (0 missing)
      c2  < 4266.729 to the right, improve=3.363596, (0 missing)
  Surrogate splits:
      c15 < 4588.258 to the left,  agree=0.617, adj=0.087, (0 split)
      c8  < 4082.559 to the right, agree=0.613, adj=0.077, (0 split)
      c13 < 4258.292 to the left,  agree=0.613, adj=0.077, (0 split)
      c2  < 4244.296 to the left,  agree=0.609, adj=0.067, (0 split)
      c3  < 3970.348 to the left,  agree=0.601, adj=0.048, (0 split)

Node number 7277: 107 observations,    complexity param=0.0007445224
  predicted class=open    expected loss=0.1962617  P(node) =0.01022456
    class counts:    21    86
   probabilities: 0.196 0.804 
  left son=14554 (21 obs) right son=14555 (86 obs)
  Primary splits:
      c3  < 4009.293 to the right, improve=4.094772, (0 missing)
      c10 < 4599.263 to the left,  improve=2.493851, (0 missing)
      c12 < 4214.238 to the left,  improve=2.493851, (0 missing)
      c9  < 4212.062 to the left,  improve=1.779737, (0 missing)
      c4  < 4622.52  to the right, improve=1.595393, (0 missing)
  Surrogate splits:
      c7  < 4252.521 to the right, agree=0.822, adj=0.095, (0 split)
      c11 < 4181.574 to the left,  agree=0.813, adj=0.048, (0 split)
      c12 < 4250.771 to the right, agree=0.813, adj=0.048, (0 split)

Node number 7278: 204 observations,    complexity param=0.0009217897
  predicted class=open    expected loss=0.3578431  P(node) =0.01949355
    class counts:    73   131
   probabilities: 0.358 0.642 
  left son=14556 (76 obs) right son=14557 (128 obs)
  Primary splits:
      c5  < 4108.228 to the left,  improve=6.875790, (0 missing)
      c7  < 4222.158 to the right, improve=5.573980, (0 missing)
      c4  < 4620.762 to the left,  improve=5.493464, (0 missing)
      c12 < 4225.275 to the right, improve=4.357434, (0 missing)
      c1  < 4285.26  to the right, improve=4.118152, (0 missing)
  Surrogate splits:
      c3  < 3991.076 to the left,  agree=0.740, adj=0.303, (0 split)
      c1  < 4269.838 to the left,  agree=0.681, adj=0.145, (0 split)
      c2  < 4239.175 to the left,  agree=0.676, adj=0.132, (0 split)
      c11 < 4193.029 to the right, agree=0.667, adj=0.105, (0 split)
      c9  < 4205.063 to the right, agree=0.657, adj=0.079, (0 split)

Node number 7279: 318 observations,    complexity param=0.0007445224
  predicted class=open    expected loss=0.1855346  P(node) =0.030387
    class counts:    59   259
   probabilities: 0.186 0.814 
  left son=14558 (26 obs) right son=14559 (292 obs)
  Primary splits:
      c7  < 4243.05  to the right, improve=5.600069, (0 missing)
      c10 < 4630.904 to the right, improve=5.572592, (0 missing)
      c9  < 4228.458 to the right, improve=3.835992, (0 missing)
      c3  < 4019.952 to the right, improve=3.169821, (0 missing)
      c15 < 4585.272 to the left,  improve=2.904933, (0 missing)
  Surrogate splits:
      c9  < 4228.458 to the right, agree=0.934, adj=0.192, (0 split)
      c11 < 4221.515 to the right, agree=0.928, adj=0.115, (0 split)
      c10 < 4646.419 to the right, agree=0.925, adj=0.077, (0 split)

Node number 7284: 8 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.125  P(node) =0.0007644529
    class counts:     7     1
   probabilities: 0.875 0.125 
  left son=14568 (7 obs) right son=14569 (1 obs)
  Primary splits:
      c2  < 4251.254 to the right, improve=1.75, (0 missing)
      c3  < 4025.077 to the right, improve=1.75, (0 missing)
      c9  < 4187.322 to the right, improve=1.75, (0 missing)
      c5  < 4117.514 to the right, improve=0.75, (0 missing)
      c13 < 4271.242 to the right, improve=0.75, (0 missing)

Node number 7285: 2 observations
  predicted class=open    expected loss=0  P(node) =0.0001911132
    class counts:     0     2
   probabilities: 0.000 1.000 

Node number 7286: 2 observations
  predicted class=closed  expected loss=0  P(node) =0.0001911132
    class counts:     2     0
   probabilities: 1.000 0.000 

Node number 7287: 36 observations,    complexity param=0.000319081
  predicted class=open    expected loss=0.1111111  P(node) =0.003440038
    class counts:     4    32
   probabilities: 0.111 0.889 
  left son=14574 (5 obs) right son=14575 (31 obs)
  Primary splits:
      c6  < 4336.074 to the left,  improve=2.775627, (0 missing)
      c5  < 4135.379 to the right, improve=2.666667, (0 missing)
      c16 < 4336.732 to the left,  improve=2.020202, (0 missing)
      c7  < 4249.192 to the right, improve=1.625397, (0 missing)
      c9  < 4184.286 to the left,  improve=1.625397, (0 missing)
  Surrogate splits:
      c3  < 4028.893 to the left,  agree=0.889, adj=0.2, (0 split)
      c7  < 4246.536 to the right, agree=0.889, adj=0.2, (0 split)
      c8  < 4080.186 to the right, agree=0.889, adj=0.2, (0 split)
      c16 < 4336.732 to the left,  agree=0.889, adj=0.2, (0 split)

Node number 7290: 6 observations,    complexity param=0.0004254414
  predicted class=closed  expected loss=0.3333333  P(node) =0.0005733397
    class counts:     4     2
   probabilities: 0.667 0.333 
  left son=14580 (4 obs) right son=14581 (2 obs)
  Primary splits:
      c2  < 4254.69  to the right, improve=2.666667, (0 missing)
      c6  < 4336.895 to the right, improve=2.666667, (0 missing)
      c13 < 4267.063 to the right, improve=2.666667, (0 missing)
      c1  < 4297.26  to the right, improve=1.333333, (0 missing)
      c4  < 4615.369 to the right, improve=1.333333, (0 missing)
  Surrogate splits:
      c6  < 4336.895 to the right, agree=1.000, adj=1.0, (0 split)
      c13 < 4267.063 to the right, agree=1.000, adj=1.0, (0 split)
      c1  < 4297.26  to the right, agree=0.833, adj=0.5, (0 split)
      c4  < 4615.369 to the right, agree=0.833, adj=0.5, (0 split)
      c9  < 4179.337 to the right, agree=0.833, adj=0.5, (0 split)

Node number 7291: 16 observations,    complexity param=0.0001063603
  predicted class=open    expected loss=0.0625  P(node) =0.001528906
    class counts:     1    15
   probabilities: 0.062 0.937 
  left son=14582 (2 obs) right son=14583 (14 obs)
  Primary splits:
      c3  < 4032.39  to the right, improve=0.875, (0 missing)
      c10 < 4599.129 to the left,  improve=0.375, (0 missing)
      c1  < 4299.608 to the right, improve=0.275, (0 missing)
      c2  < 4259.83  to the left,  improve=0.275, (0 missing)
      c9  < 4192.874 to the left,  improve=0.275, (0 missing)

Node number 7294: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 7295: 156 observations,    complexity param=0.0001418138
  predicted class=open    expected loss=0.03846154  P(node) =0.01490683
    class counts:     6   150
   probabilities: 0.038 0.962 
  left son=14590 (8 obs) right son=14591 (148 obs)
  Primary splits:
      c1  < 4307.963 to the right, improve=0.7546778, (0 missing)
      c4  < 4621.114 to the right, improve=0.6029777, (0 missing)
      c5  < 4135.703 to the right, improve=0.6029777, (0 missing)
      c8  < 4092.372 to the right, improve=0.5319256, (0 missing)
      c16 < 4362.521 to the right, improve=0.5319256, (0 missing)
  Surrogate splits:
      c5 < 4148.023 to the right, agree=0.962, adj=0.25, (0 split)

Node number 7548: 3 observations,    complexity param=0.0001418138
  predicted class=closed  expected loss=0.3333333  P(node) =0.0002866699
    class counts:     2     1
   probabilities: 0.667 0.333 
  left son=15096 (2 obs) right son=15097 (1 obs)
  Primary splits:
      c2 < 4243.21  to the left,  improve=1.333333, (0 missing)
      c3 < 3972.642 to the left,  improve=1.333333, (0 missing)
      c5 < 4114.462 to the left,  improve=1.333333, (0 missing)
      c7 < 4212.772 to the right, improve=1.333333, (0 missing)
      c8 < 4078.835 to the left,  improve=1.333333, (0 missing)

Node number 7549: 4 observations
  predicted class=open    expected loss=0  P(node) =0.0003822265
    class counts:     0     4
   probabilities: 0.000 1.000 

Node number 7664: 14 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.07142857  P(node) =0.001337793
    class counts:    13     1
   probabilities: 0.929 0.071 
  left son=15328 (13 obs) right son=15329 (1 obs)
  Primary splits:
      c15 < 4604.93  to the left,  improve=1.8571430, (0 missing)
      c8  < 4057.33  to the right, improve=0.5238095, (0 missing)
      c13 < 4263.975 to the left,  improve=0.5238095, (0 missing)
      c4  < 4613.565 to the left,  improve=0.3571429, (0 missing)
      c5  < 4105.704 to the right, improve=0.3571429, (0 missing)

Node number 7665: 2 observations
  predicted class=open    expected loss=0  P(node) =0.0001911132
    class counts:     0     2
   probabilities: 0.000 1.000 

Node number 7668: 2 observations
  predicted class=closed  expected loss=0  P(node) =0.0001911132
    class counts:     2     0
   probabilities: 1.000 0.000 

Node number 7669: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 7674: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 7675: 6 observations
  predicted class=open    expected loss=0  P(node) =0.0005733397
    class counts:     0     6
   probabilities: 0.000 1.000 

Node number 7678: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 7679: 386 observations,    complexity param=0.000319081
  predicted class=open    expected loss=0.05699482  P(node) =0.03688485
    class counts:    22   364
   probabilities: 0.057 0.943 
  left son=15358 (13 obs) right son=15359 (373 obs)
  Primary splits:
      c16 < 4281.684 to the left,  improve=1.6910320, (0 missing)
      c10 < 4615.71  to the right, improve=1.3456120, (0 missing)
      c12 < 4230.309 to the left,  improve=1.1990020, (0 missing)
      c8  < 4062.948 to the left,  improve=0.7791279, (0 missing)
      c7  < 4210.479 to the right, improve=0.7510515, (0 missing)
  Surrogate splits:
      c1  < 4224.231 to the left,  agree=0.977, adj=0.308, (0 split)
      c2  < 4207.948 to the left,  agree=0.972, adj=0.154, (0 split)
      c11 < 4158.901 to the left,  agree=0.972, adj=0.154, (0 split)
      c13 < 4218.528 to the left,  agree=0.972, adj=0.154, (0 split)

Node number 7944: 36 observations,    complexity param=0.0004254414
  predicted class=closed  expected loss=0.2222222  P(node) =0.003440038
    class counts:    28     8
   probabilities: 0.778 0.222 
  left son=15888 (13 obs) right son=15889 (23 obs)
  Primary splits:
      c16 < 4347.759 to the right, improve=2.009662, (0 missing)
      c8  < 4095.951 to the left,  improve=1.625397, (0 missing)
      c5  < 4141.421 to the left,  improve=1.292929, (0 missing)
      c9  < 4218.533 to the left,  improve=1.292929, (0 missing)
      c1  < 4255.94  to the right, improve=1.292929, (0 missing)
  Surrogate splits:
      c3  < 3988.757 to the left,  agree=0.722, adj=0.231, (0 split)
      c4  < 4632.379 to the right, agree=0.722, adj=0.231, (0 split)
      c10 < 4614.62  to the left,  agree=0.722, adj=0.231, (0 split)
      c6  < 4344.62  to the right, agree=0.694, adj=0.154, (0 split)
      c13 < 4260.662 to the left,  agree=0.694, adj=0.154, (0 split)

Node number 7945: 2 observations
  predicted class=open    expected loss=0  P(node) =0.0001911132
    class counts:     0     2
   probabilities: 0.000 1.000 

Node number 7948: 12 observations,    complexity param=0.0004254414
  predicted class=closed  expected loss=0.25  P(node) =0.001146679
    class counts:     9     3
   probabilities: 0.750 0.250 
  left son=15896 (10 obs) right son=15897 (2 obs)
  Primary splits:
      c6  < 4359.432 to the left,  improve=2.700000, (0 missing)
      c10 < 4643.801 to the left,  improve=2.700000, (0 missing)
      c7  < 4235.71  to the right, improve=1.500000, (0 missing)
      c9  < 4209.003 to the right, improve=1.500000, (0 missing)
      c1  < 4285.655 to the right, improve=1.388889, (0 missing)
  Surrogate splits:
      c10 < 4643.801 to the left,  agree=1, adj=1, (0 split)

Node number 7949: 3 observations
  predicted class=open    expected loss=0  P(node) =0.0002866699
    class counts:     0     3
   probabilities: 0.000 1.000 

Node number 7950: 4 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.5  P(node) =0.0003822265
    class counts:     2     2
   probabilities: 0.500 0.500 
  left son=15900 (2 obs) right son=15901 (2 obs)
  Primary splits:
      c5  < 4117.408 to the left,  improve=2, (0 missing)
      c7  < 4219.261 to the right, improve=2, (0 missing)
      c8  < 4100.601 to the right, improve=2, (0 missing)
      c9  < 4216.555 to the right, improve=2, (0 missing)
      c10 < 4625.641 to the right, improve=2, (0 missing)
  Surrogate splits:
      c7  < 4219.261 to the right, agree=1, adj=1, (0 split)
      c8  < 4100.601 to the right, agree=1, adj=1, (0 split)
      c9  < 4216.555 to the right, agree=1, adj=1, (0 split)
      c10 < 4625.641 to the right, agree=1, adj=1, (0 split)
      c11 < 4198.571 to the right, agree=1, adj=1, (0 split)

Node number 7951: 15 observations
  predicted class=open    expected loss=0  P(node) =0.001433349
    class counts:     0    15
   probabilities: 0.000 1.000 

Node number 7954: 2 observations
  predicted class=closed  expected loss=0  P(node) =0.0001911132
    class counts:     2     0
   probabilities: 1.000 0.000 

Node number 7955: 3 observations
  predicted class=open    expected loss=0  P(node) =0.0002866699
    class counts:     0     3
   probabilities: 0.000 1.000 

Node number 7956: 7 observations
  predicted class=closed  expected loss=0  P(node) =0.0006688963
    class counts:     7     0
   probabilities: 1.000 0.000 

Node number 7957: 2 observations
  predicted class=open    expected loss=0  P(node) =0.0001911132
    class counts:     0     2
   probabilities: 0.000 1.000 

Node number 7960: 20 observations,    complexity param=0.0004254414
  predicted class=closed  expected loss=0.1  P(node) =0.001911132
    class counts:    18     2
   probabilities: 0.900 0.100 
  left son=15920 (18 obs) right son=15921 (2 obs)
  Primary splits:
      c2  < 4249.697 to the right, improve=3.6000000, (0 missing)
      c9  < 4209.275 to the left,  improve=2.2666670, (0 missing)
      c10 < 4623.564 to the left,  improve=1.2000000, (0 missing)
      c13 < 4274.113 to the left,  improve=0.9333333, (0 missing)
      c4  < 4630.029 to the left,  improve=0.7428571, (0 missing)
  Surrogate splits:
      c9 < 4209.275 to the left,  agree=0.95, adj=0.5, (0 split)

Node number 7961: 8 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.25  P(node) =0.0007644529
    class counts:     2     6
   probabilities: 0.250 0.750 
  left son=15922 (3 obs) right son=15923 (5 obs)
  Primary splits:
      c4  < 4625.354 to the left,  improve=1.666667, (0 missing)
      c12 < 4222.133 to the left,  improve=1.666667, (0 missing)
      c1  < 4288.232 to the right, improve=1.285714, (0 missing)
      c2  < 4250.993 to the left,  improve=1.285714, (0 missing)
      c3  < 4025.041 to the right, improve=1.285714, (0 missing)
  Surrogate splits:
      c2  < 4265.196 to the right, agree=0.875, adj=0.667, (0 split)
      c12 < 4223.858 to the left,  agree=0.875, adj=0.667, (0 split)
      c13 < 4273.326 to the right, agree=0.875, adj=0.667, (0 split)
      c7  < 4229.155 to the left,  agree=0.750, adj=0.333, (0 split)
      c9  < 4200.609 to the left,  agree=0.750, adj=0.333, (0 split)

Node number 7962: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 7963: 21 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.0952381  P(node) =0.002006689
    class counts:     2    19
   probabilities: 0.095 0.905 
  left son=15926 (1 obs) right son=15927 (20 obs)
  Primary splits:
      c8  < 4081.082 to the left,  improve=1.7190480, (0 missing)
      c11 < 4209.434 to the left,  improve=0.7619048, (0 missing)
      c1  < 4301.885 to the right, improve=0.6190476, (0 missing)
      c15 < 4615.366 to the right, improve=0.6190476, (0 missing)
      c5  < 4119.858 to the right, improve=0.4190476, (0 missing)

Node number 7964: 26 observations,    complexity param=0.0002836276
  predicted class=open    expected loss=0.4615385  P(node) =0.002484472
    class counts:    12    14
   probabilities: 0.462 0.538 
  left son=15928 (20 obs) right son=15929 (6 obs)
  Primary splits:
      c2  < 4250.296 to the right, improve=3.323077, (0 missing)
      c7  < 4230.668 to the right, improve=2.769231, (0 missing)
      c4  < 4631.215 to the right, improve=2.741259, (0 missing)
      c8  < 4080.949 to the left,  improve=1.966555, (0 missing)
      c13 < 4290.518 to the right, improve=1.966555, (0 missing)
  Surrogate splits:
      c1  < 4273.635 to the right, agree=0.808, adj=0.167, (0 split)
      c3  < 3990.351 to the right, agree=0.808, adj=0.167, (0 split)
      c8  < 4089.549 to the left,  agree=0.808, adj=0.167, (0 split)
      c13 < 4262.236 to the right, agree=0.808, adj=0.167, (0 split)
      c16 < 4337.219 to the right, agree=0.808, adj=0.167, (0 split)

Node number 7965: 30 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.03333333  P(node) =0.002866699
    class counts:     1    29
   probabilities: 0.033 0.967 
  left son=15930 (1 obs) right son=15931 (29 obs)
  Primary splits:
      c12 < 4269.993 to the right, improve=1.9333330, (0 missing)
      c16 < 4337.192 to the left,  improve=1.9333330, (0 missing)
      c2  < 4274.849 to the right, improve=0.4333333, (0 missing)
      c9  < 4188.452 to the left,  improve=0.4333333, (0 missing)
      c1  < 4284.165 to the left,  improve=0.3333333, (0 missing)

Node number 7966: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 7967: 47 observations,    complexity param=0.0001063603
  predicted class=open    expected loss=0.0212766  P(node) =0.004491161
    class counts:     1    46
   probabilities: 0.021 0.979 
  left son=15934 (4 obs) right son=15935 (43 obs)
  Primary splits:
      c2  < 4276.305 to the right, improve=0.4574468, (0 missing)
      c3  < 4010.553 to the right, improve=0.2431611, (0 missing)
      c8  < 4080.981 to the left,  improve=0.2431611, (0 missing)
      c11 < 4219.158 to the right, improve=0.1574468, (0 missing)
      c15 < 4598.617 to the left,  improve=0.1241135, (0 missing)

Node number 7994: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 7995: 16 observations,    complexity param=0.0001063603
  predicted class=open    expected loss=0.0625  P(node) =0.001528906
    class counts:     1    15
   probabilities: 0.062 0.937 
  left son=15990 (3 obs) right son=15991 (13 obs)
  Primary splits:
      c2  < 4254.071 to the right, improve=0.5416667, (0 missing)
      c9  < 4203.291 to the right, improve=0.5416667, (0 missing)
      c7  < 4212.128 to the right, improve=0.3750000, (0 missing)
      c15 < 4541.036 to the left,  improve=0.3750000, (0 missing)
      c16 < 4308.36  to the right, improve=0.3750000, (0 missing)
  Surrogate splits:
      c9 < 4203.291 to the right, agree=0.875, adj=0.333, (0 split)

Node number 8030: 8 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.375  P(node) =0.0007644529
    class counts:     3     5
   probabilities: 0.375 0.625 
  left son=16060 (4 obs) right son=16061 (4 obs)
  Primary splits:
      c10 < 4639.814 to the left,  improve=2.250000, (0 missing)
      c13 < 4289.117 to the left,  improve=2.250000, (0 missing)
      c15 < 4614.608 to the right, improve=2.250000, (0 missing)
      c8  < 4086.232 to the left,  improve=2.083333, (0 missing)
      c9  < 4217.922 to the left,  improve=2.083333, (0 missing)
  Surrogate splits:
      c6  < 4349.908 to the right, agree=0.875, adj=0.75, (0 split)
      c11 < 4220.182 to the left,  agree=0.875, adj=0.75, (0 split)
      c1  < 4285.481 to the right, agree=0.750, adj=0.50, (0 split)
      c3  < 3992.754 to the right, agree=0.750, adj=0.50, (0 split)
      c4  < 4635.206 to the right, agree=0.750, adj=0.50, (0 split)

Node number 8031: 19 observations
  predicted class=open    expected loss=0  P(node) =0.001815576
    class counts:     0    19
   probabilities: 0.000 1.000 

Node number 8046: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 8047: 16 observations
  predicted class=open    expected loss=0  P(node) =0.001528906
    class counts:     0    16
   probabilities: 0.000 1.000 

Node number 8056: 3 observations
  predicted class=closed  expected loss=0  P(node) =0.0002866699
    class counts:     3     0
   probabilities: 1.000 0.000 

Node number 8057: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 8062: 68 observations,    complexity param=0.0002481741
  predicted class=open    expected loss=0.1470588  P(node) =0.00649785
    class counts:    10    58
   probabilities: 0.147 0.853 
  left son=16124 (3 obs) right son=16125 (65 obs)
  Primary splits:
      c11 < 4184.6   to the left,  improve=4.566516, (0 missing)
      c15 < 4565.942 to the left,  improve=4.566516, (0 missing)
      c3  < 4006.486 to the right, improve=2.998217, (0 missing)
      c9  < 4190.563 to the left,  improve=2.998217, (0 missing)
      c8  < 4087.334 to the right, improve=2.058824, (0 missing)
  Surrogate splits:
      c9  < 4190.563 to the left,  agree=0.985, adj=0.667, (0 split)
      c15 < 4558.343 to the left,  agree=0.985, adj=0.667, (0 split)
      c7  < 4208.546 to the left,  agree=0.971, adj=0.333, (0 split)

Node number 8063: 138 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.02173913  P(node) =0.01318681
    class counts:     3   135
   probabilities: 0.022 0.978 
  left son=16126 (12 obs) right son=16127 (126 obs)
  Primary splits:
      c6 < 4386.034 to the right, improve=0.5521049, (0 missing)
      c7 < 4234.401 to the right, improve=0.2608696, (0 missing)
      c2 < 4280.337 to the right, improve=0.2504430, (0 missing)
      c4 < 4654.307 to the right, improve=0.2163482, (0 missing)
      c5 < 4144.1   to the right, improve=0.1508152, (0 missing)
  Surrogate splits:
      c4 < 4657.098 to the right, agree=0.935, adj=0.25, (0 split)

Node number 8112: 12 observations,    complexity param=0.0001063603
  predicted class=closed  expected loss=0.08333333  P(node) =0.001146679
    class counts:    11     1
   probabilities: 0.917 0.083 
  left son=16224 (10 obs) right son=16225 (2 obs)
  Primary splits:
      c3  < 3993.475 to the right, improve=0.8333333, (0 missing)
      c15 < 4574.087 to the right, improve=0.8333333, (0 missing)
      c2  < 4256.658 to the right, improve=0.5000000, (0 missing)
      c4  < 4625.439 to the right, improve=0.5000000, (0 missing)
      c6  < 4338.554 to the right, improve=0.5000000, (0 missing)
  Surrogate splits:
      c6 < 4338.554 to the right, agree=0.917, adj=0.5, (0 split)

Node number 8113: 4 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.25  P(node) =0.0003822265
    class counts:     1     3
   probabilities: 0.250 0.750 
  left son=16226 (1 obs) right son=16227 (3 obs)
  Primary splits:
      c4  < 4624.992 to the left,  improve=1.5, (0 missing)
      c5  < 4123.56  to the left,  improve=1.5, (0 missing)
      c8  < 4074.565 to the right, improve=1.5, (0 missing)
      c9  < 4193.275 to the right, improve=1.5, (0 missing)
      c13 < 4256.594 to the left,  improve=1.5, (0 missing)

Node number 8114: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 8115: 5 observations
  predicted class=open    expected loss=0  P(node) =0.0004777831
    class counts:     0     5
   probabilities: 0.000 1.000 

Node number 8118: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 8119: 30 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.1  P(node) =0.002866699
    class counts:     3    27
   probabilities: 0.100 0.900 
  left son=16238 (1 obs) right son=16239 (29 obs)
  Primary splits:
      c5  < 4100.953 to the left,  improve=1.6758620, (0 missing)
      c8  < 4057.438 to the left,  improve=1.6758620, (0 missing)
      c1  < 4293.241 to the right, improve=0.6857143, (0 missing)
      c15 < 4584.383 to the right, improve=0.6000000, (0 missing)
      c2  < 4263.884 to the left,  improve=0.4000000, (0 missing)

Node number 8120: 9 observations
  predicted class=closed  expected loss=0  P(node) =0.0008600096
    class counts:     9     0
   probabilities: 1.000 0.000 

Node number 8121: 4 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.25  P(node) =0.0003822265
    class counts:     1     3
   probabilities: 0.250 0.750 
  left son=16242 (1 obs) right son=16243 (3 obs)
  Primary splits:
      c2 < 4231.514 to the left,  improve=1.5, (0 missing)
      c3 < 3969.241 to the left,  improve=1.5, (0 missing)
      c5 < 4097.63  to the left,  improve=1.5, (0 missing)
      c7 < 4230.089 to the right, improve=1.5, (0 missing)
      c9 < 4212.546 to the right, improve=1.5, (0 missing)

Node number 8122: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 8123: 20 observations
  predicted class=open    expected loss=0  P(node) =0.001911132
    class counts:     0    20
   probabilities: 0.000 1.000 

Node number 8126: 8 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.375  P(node) =0.0007644529
    class counts:     3     5
   probabilities: 0.375 0.625 
  left son=16252 (4 obs) right son=16253 (4 obs)
  Primary splits:
      c3  < 4021.013 to the right, improve=2.250000, (0 missing)
      c5  < 4118.849 to the right, improve=2.250000, (0 missing)
      c7  < 4219.333 to the right, improve=2.250000, (0 missing)
      c15 < 4552.192 to the right, improve=2.083333, (0 missing)
      c2  < 4248.564 to the right, improve=1.350000, (0 missing)
  Surrogate splits:
      c5 < 4118.849 to the right, agree=1.000, adj=1.00, (0 split)
      c2 < 4248.564 to the right, agree=0.875, adj=0.75, (0 split)
      c6 < 4334.516 to the right, agree=0.875, adj=0.75, (0 split)
      c8 < 4068.807 to the right, agree=0.875, adj=0.75, (0 split)
      c9 < 4205.521 to the left,  agree=0.875, adj=0.75, (0 split)

Node number 8127: 78 observations,    complexity param=0.0001063603
  predicted class=open    expected loss=0.01282051  P(node) =0.007453416
    class counts:     1    77
   probabilities: 0.013 0.987 
  left son=16254 (4 obs) right son=16255 (74 obs)
  Primary splits:
      c4  < 4624.293 to the left,  improve=0.4743590, (0 missing)
      c9  < 4182.148 to the left,  improve=0.2600733, (0 missing)
      c16 < 4337.299 to the right, improve=0.2243590, (0 missing)
      c10 < 4604.219 to the left,  improve=0.1410256, (0 missing)
      c12 < 4212.138 to the left,  improve=0.1410256, (0 missing)

Node number 8162: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 8163: 2 observations
  predicted class=open    expected loss=0  P(node) =0.0001911132
    class counts:     0     2
   probabilities: 0.000 1.000 

Node number 8164: 2 observations
  predicted class=closed  expected loss=0  P(node) =0.0001911132
    class counts:     2     0
   probabilities: 1.000 0.000 

Node number 8165: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 8168: 4 observations
  predicted class=closed  expected loss=0  P(node) =0.0003822265
    class counts:     4     0
   probabilities: 1.000 0.000 

Node number 8169: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 8170: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 8171: 17 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.05882353  P(node) =0.001624462
    class counts:     1    16
   probabilities: 0.059 0.941 
  left son=16342 (1 obs) right son=16343 (16 obs)
  Primary splits:
      c16 < 4363.108 to the right, improve=1.8823530, (0 missing)
      c2  < 4251.569 to the left,  improve=0.8823529, (0 missing)
      c9  < 4224.536 to the right, improve=0.5490196, (0 missing)
      c13 < 4272.402 to the left,  improve=0.5490196, (0 missing)
      c11 < 4219.016 to the right, improve=0.3823529, (0 missing)

Node number 8188: 20 observations,    complexity param=0.0003545345
  predicted class=open    expected loss=0.4  P(node) =0.001911132
    class counts:     8    12
   probabilities: 0.400 0.600 
  left son=16376 (8 obs) right son=16377 (12 obs)
  Primary splits:
      c3  < 4002.711 to the right, improve=6.016667, (0 missing)
      c16 < 4345.169 to the left,  improve=3.600000, (0 missing)
      c15 < 4616.627 to the left,  improve=3.600000, (0 missing)
      c13 < 4282.482 to the left,  improve=2.742857, (0 missing)
      c4  < 4629.367 to the left,  improve=2.731313, (0 missing)
  Surrogate splits:
      c16 < 4339.9   to the left,  agree=0.80, adj=0.500, (0 split)
      c5  < 4109.156 to the right, agree=0.75, adj=0.375, (0 split)
      c15 < 4615.896 to the left,  agree=0.75, adj=0.375, (0 split)
      c6  < 4337.588 to the right, agree=0.70, adj=0.250, (0 split)
      c7  < 4227.042 to the left,  agree=0.70, adj=0.250, (0 split)

Node number 8189: 145 observations,    complexity param=0.0002659009
  predicted class=open    expected loss=0.06896552  P(node) =0.01385571
    class counts:    10   135
   probabilities: 0.069 0.931 
  left son=16378 (1 obs) right son=16379 (144 obs)
  Primary splits:
      c1  < 4283.653 to the right, improve=1.7456900, (0 missing)
      c12 < 4252.489 to the right, improve=1.3078690, (0 missing)
      c2  < 4269.351 to the right, improve=1.1349750, (0 missing)
      c16 < 4344.803 to the right, improve=1.1287800, (0 missing)
      c6  < 4325.346 to the left,  improve=0.8748863, (0 missing)

Node number 8190: 17 observations,    complexity param=0.000319081
  predicted class=open    expected loss=0.2352941  P(node) =0.001624462
    class counts:     4    13
   probabilities: 0.235 0.765 
  left son=16380 (3 obs) right son=16381 (14 obs)
  Primary splits:
      c7  < 4241.807 to the right, improve=4.260504, (0 missing)
      c8  < 4075.638 to the right, improve=2.771493, (0 missing)
      c11 < 4200.114 to the left,  improve=2.771493, (0 missing)
      c5  < 4144.628 to the left,  improve=1.355742, (0 missing)
      c3  < 4021.007 to the right, improve=1.317647, (0 missing)
  Surrogate splits:
      c11 < 4200.114 to the left,  agree=0.941, adj=0.667, (0 split)
      c5  < 4144.628 to the left,  agree=0.882, adj=0.333, (0 split)

Node number 8191: 403 observations,    complexity param=0.0001595405
  predicted class=open    expected loss=0.02729529  P(node) =0.03850932
    class counts:    11   392
   probabilities: 0.027 0.973 
  left son=16382 (110 obs) right son=16383 (293 obs)
  Primary splits:
      c10 < 4619.655 to the right, improve=0.6245735, (0 missing)
      c15 < 4623.865 to the right, improve=0.5917251, (0 missing)
      c11 < 4213.332 to the right, improve=0.5154912, (0 missing)
      c3  < 4021.422 to the left,  improve=0.3338667, (0 missing)
      c13 < 4263.923 to the left,  improve=0.3171241, (0 missing)
  Surrogate splits:
      c9  < 4217.89  to the right, agree=0.744, adj=0.064, (0 split)
      c7  < 4244.257 to the right, agree=0.732, adj=0.018, (0 split)
      c11 < 4219.996 to the right, agree=0.732, adj=0.018, (0 split)
      c13 < 4289.453 to the right, agree=0.732, adj=0.018, (0 split)
      c1  < 4284.225 to the left,  agree=0.730, adj=0.009, (0 split)

Node number 10240: 221 observations
  predicted class=closed  expected loss=0  P(node) =0.02111801
    class counts:   221     0
   probabilities: 1.000 0.000 

Node number 10241: 6 observations,    complexity param=0.0001063603
  predicted class=closed  expected loss=0.1666667  P(node) =0.0005733397
    class counts:     5     1
   probabilities: 0.833 0.167 
  left son=20482 (5 obs) right son=20483 (1 obs)
  Primary splits:
      c13 < 4321.444 to the right, improve=1.6666670, (0 missing)
      c3  < 4049.38  to the left,  improve=0.6666667, (0 missing)
      c4  < 4663.837 to the right, improve=0.6666667, (0 missing)
      c5  < 4170.543 to the left,  improve=0.6666667, (0 missing)
      c6  < 4382.163 to the right, improve=0.6666667, (0 missing)

Node number 10244: 74 observations
  predicted class=closed  expected loss=0  P(node) =0.00707119
    class counts:    74     0
   probabilities: 1.000 0.000 

Node number 10245: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 10246: 20 observations
  predicted class=closed  expected loss=0  P(node) =0.001911132
    class counts:    20     0
   probabilities: 1.000 0.000 

Node number 10247: 14 observations,    complexity param=0.0002481741
  predicted class=open    expected loss=0.3571429  P(node) =0.001337793
    class counts:     5     9
   probabilities: 0.357 0.643 
  left son=20494 (7 obs) right son=20495 (7 obs)
  Primary splits:
      c3  < 4030.87  to the left,  improve=3.571429, (0 missing)
      c11 < 4210.996 to the left,  improve=3.155844, (0 missing)
      c6  < 4370.11  to the right, improve=2.678571, (0 missing)
      c9  < 4214.757 to the right, improve=1.984127, (0 missing)
      c4  < 4659.382 to the right, improve=1.928571, (0 missing)
  Surrogate splits:
      c9  < 4214.757 to the right, agree=0.857, adj=0.714, (0 split)
      c5  < 4151.277 to the left,  agree=0.714, adj=0.429, (0 split)
      c11 < 4210.996 to the left,  agree=0.714, adj=0.429, (0 split)
      c15 < 4611.537 to the right, agree=0.714, adj=0.429, (0 split)
      c1  < 4323.856 to the right, agree=0.643, adj=0.286, (0 split)

Node number 11264: 81 observations
  predicted class=closed  expected loss=0  P(node) =0.007740086
    class counts:    81     0
   probabilities: 1.000 0.000 

Node number 11265: 22 observations,    complexity param=0.0002836276
  predicted class=closed  expected loss=0.1818182  P(node) =0.002102246
    class counts:    18     4
   probabilities: 0.818 0.182 
  left son=22530 (19 obs) right son=22531 (3 obs)
  Primary splits:
      c2  < 4256.37  to the right, improve=4.650718, (0 missing)
      c12 < 4238.021 to the left,  improve=3.156566, (0 missing)
      c8  < 4074.657 to the right, improve=2.945455, (0 missing)
      c15 < 4597.562 to the right, improve=2.945455, (0 missing)
      c1  < 4310.909 to the right, improve=2.545455, (0 missing)
  Surrogate splits:
      c12 < 4238.021 to the left,  agree=0.955, adj=0.667, (0 split)
      c15 < 4597.562 to the right, agree=0.955, adj=0.667, (0 split)
      c6  < 4334.966 to the left,  agree=0.909, adj=0.333, (0 split)

Node number 11270: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 11271: 5 observations
  predicted class=open    expected loss=0  P(node) =0.0004777831
    class counts:     0     5
   probabilities: 0.000 1.000 

Node number 11280: 105 observations,    complexity param=0.000319081
  predicted class=closed  expected loss=0.08571429  P(node) =0.01003344
    class counts:    96     9
   probabilities: 0.914 0.086 
  left son=22560 (100 obs) right son=22561 (5 obs)
  Primary splits:
      c8  < 4089.534 to the left,  improve=2.7771430, (0 missing)
      c9  < 4177.187 to the right, improve=1.6879120, (0 missing)
      c4  < 4615.622 to the left,  improve=1.0150380, (0 missing)
      c11 < 4219.849 to the left,  improve=0.8889610, (0 missing)
      c10 < 4624.987 to the left,  improve=0.7180124, (0 missing)

Node number 11281: 54 observations,    complexity param=0.0003545345
  predicted class=closed  expected loss=0.2962963  P(node) =0.005160057
    class counts:    38    16
   probabilities: 0.704 0.296 
  left son=22562 (40 obs) right son=22563 (14 obs)
  Primary splits:
      c12 < 4237.859 to the left,  improve=2.861376, (0 missing)
      c4  < 4594.823 to the right, improve=2.056980, (0 missing)
      c10 < 4597.184 to the right, improve=2.056980, (0 missing)
      c15 < 4614.943 to the right, improve=1.899200, (0 missing)
      c8  < 4073.733 to the left,  improve=1.886940, (0 missing)
  Surrogate splits:
      c8  < 4083.43  to the left,  agree=0.778, adj=0.143, (0 split)
      c10 < 4632.152 to the left,  agree=0.778, adj=0.143, (0 split)
      c15 < 4624.249 to the left,  agree=0.778, adj=0.143, (0 split)
      c5  < 4146.745 to the left,  agree=0.759, adj=0.071, (0 split)
      c6  < 4324.781 to the right, agree=0.759, adj=0.071, (0 split)

Node number 11282: 6 observations
  predicted class=closed  expected loss=0  P(node) =0.0005733397
    class counts:     6     0
   probabilities: 1.000 0.000 

Node number 11283: 9 observations,    complexity param=0.0004254414
  predicted class=open    expected loss=0.2222222  P(node) =0.0008600096
    class counts:     2     7
   probabilities: 0.222 0.778 
  left son=22566 (2 obs) right son=22567 (7 obs)
  Primary splits:
      c4  < 4611.655 to the right, improve=3.111111, (0 missing)
      c8  < 4083.424 to the right, improve=3.111111, (0 missing)
      c12 < 4234.175 to the right, improve=3.111111, (0 missing)
      c7  < 4230.633 to the left,  improve=1.361111, (0 missing)
      c10 < 4629.23  to the right, improve=1.361111, (0 missing)
  Surrogate splits:
      c8  < 4083.424 to the right, agree=1, adj=1, (0 split)
      c12 < 4234.175 to the right, agree=1, adj=1, (0 split)

Node number 11286: 37 observations,    complexity param=0.0009572431
  predicted class=closed  expected loss=0.2972973  P(node) =0.003535595
    class counts:    26    11
   probabilities: 0.703 0.297 
  left son=22572 (28 obs) right son=22573 (9 obs)
  Primary splits:
      c3  < 4011.64  to the left,  improve=5.491205, (0 missing)
      c16 < 4374.134 to the left,  improve=4.096886, (0 missing)
      c1  < 4319.647 to the left,  improve=3.224165, (0 missing)
      c10 < 4597.055 to the right, improve=3.224165, (0 missing)
      c15 < 4603.566 to the left,  improve=3.108269, (0 missing)
  Surrogate splits:
      c5  < 4123.535 to the left,  agree=0.838, adj=0.333, (0 split)
      c1  < 4322.892 to the left,  agree=0.811, adj=0.222, (0 split)
      c11 < 4199.788 to the right, agree=0.811, adj=0.222, (0 split)
      c15 < 4625.377 to the left,  agree=0.811, adj=0.222, (0 split)
      c2  < 4248.866 to the right, agree=0.784, adj=0.111, (0 split)

Node number 11287: 18 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.1111111  P(node) =0.001720019
    class counts:     2    16
   probabilities: 0.111 0.889 
  left son=22574 (1 obs) right son=22575 (17 obs)
  Primary splits:
      c1  < 4329.564 to the right, improve=1.673203, (0 missing)
      c3  < 4019.93  to the right, improve=1.673203, (0 missing)
      c10 < 4634.52  to the right, improve=1.673203, (0 missing)
      c8  < 4064.133 to the left,  improve=1.555556, (0 missing)
      c5  < 4116.701 to the left,  improve=1.155556, (0 missing)

Node number 11296: 53 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.0754717  P(node) =0.005064501
    class counts:    49     4
   probabilities: 0.925 0.075 
  left son=22592 (52 obs) right son=22593 (1 obs)
  Primary splits:
      c9  < 4170.937 to the right, improve=1.742380, (0 missing)
      c15 < 4575.896 to the right, improve=1.742380, (0 missing)
      c11 < 4183.398 to the right, improve=1.690671, (0 missing)
      c13 < 4273.571 to the right, improve=1.278579, (0 missing)
      c3  < 4011.631 to the left,  improve=1.242738, (0 missing)

Node number 11297: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 11298: 7 observations
  predicted class=closed  expected loss=0  P(node) =0.0006688963
    class counts:     7     0
   probabilities: 1.000 0.000 

Node number 11299: 8 observations,    complexity param=0.0001063603
  predicted class=open    expected loss=0.125  P(node) =0.0007644529
    class counts:     1     7
   probabilities: 0.125 0.875 
  left son=22598 (2 obs) right son=22599 (6 obs)
  Primary splits:
      c8  < 4083.391 to the right, improve=0.7500000, (0 missing)
      c10 < 4612.848 to the left,  improve=0.7500000, (0 missing)
      c11 < 4217.667 to the right, improve=0.7500000, (0 missing)
      c2  < 4263.669 to the left,  improve=0.4166667, (0 missing)
      c4  < 4605.535 to the right, improve=0.4166667, (0 missing)
  Surrogate splits:
      c4 < 4605.535 to the right, agree=0.875, adj=0.5, (0 split)
      c7 < 4231.926 to the right, agree=0.875, adj=0.5, (0 split)
      c9 < 4205.221 to the right, agree=0.875, adj=0.5, (0 split)

Node number 11300: 15 observations
  predicted class=closed  expected loss=0  P(node) =0.001433349
    class counts:    15     0
   probabilities: 1.000 0.000 

Node number 11301: 20 observations,    complexity param=0.0005318017
  predicted class=closed  expected loss=0.5  P(node) =0.001911132
    class counts:    10    10
   probabilities: 0.500 0.500 
  left son=22602 (5 obs) right son=22603 (15 obs)
  Primary splits:
      c7 < 4224.587 to the left,  improve=3.333333, (0 missing)
      c4 < 4615.215 to the right, improve=2.747253, (0 missing)
      c8 < 4070.698 to the right, improve=2.525253, (0 missing)
      c5 < 4123.97  to the right, improve=1.764706, (0 missing)
      c9 < 4190.118 to the left,  improve=1.764706, (0 missing)
  Surrogate splits:
      c2  < 4256.18  to the left,  agree=0.85, adj=0.4, (0 split)
      c11 < 4192.129 to the left,  agree=0.80, adj=0.2, (0 split)
      c13 < 4288.163 to the right, agree=0.80, adj=0.2, (0 split)
      c15 < 4614.028 to the right, agree=0.80, adj=0.2, (0 split)

Node number 11302: 5 observations,    complexity param=0.000319081
  predicted class=closed  expected loss=0.4  P(node) =0.0004777831
    class counts:     3     2
   probabilities: 0.600 0.400 
  left son=22604 (3 obs) right son=22605 (2 obs)
  Primary splits:
      c11 < 4195.768 to the left,  improve=2.400000, (0 missing)
      c2  < 4265.533 to the right, improve=1.066667, (0 missing)
      c3  < 4000.395 to the right, improve=1.066667, (0 missing)
      c6  < 4327.303 to the left,  improve=1.066667, (0 missing)
      c8  < 4060.87  to the left,  improve=1.066667, (0 missing)
  Surrogate splits:
      c2 < 4265.533 to the right, agree=0.8, adj=0.5, (0 split)
      c3 < 4000.395 to the right, agree=0.8, adj=0.5, (0 split)
      c6 < 4327.303 to the left,  agree=0.8, adj=0.5, (0 split)
      c8 < 4060.87  to the left,  agree=0.8, adj=0.5, (0 split)
      c9 < 4196.841 to the left,  agree=0.8, adj=0.5, (0 split)

Node number 11303: 8 observations
  predicted class=open    expected loss=0  P(node) =0.0007644529
    class counts:     0     8
   probabilities: 0.000 1.000 

Node number 11308: 2 observations
  predicted class=closed  expected loss=0  P(node) =0.0001911132
    class counts:     2     0
   probabilities: 1.000 0.000 

Node number 11309: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 11322: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 11323: 5 observations
  predicted class=open    expected loss=0  P(node) =0.0004777831
    class counts:     0     5
   probabilities: 0.000 1.000 

Node number 11490: 6 observations
  predicted class=closed  expected loss=0  P(node) =0.0005733397
    class counts:     6     0
   probabilities: 1.000 0.000 

Node number 11491: 4 observations
  predicted class=open    expected loss=0  P(node) =0.0003822265
    class counts:     0     4
   probabilities: 0.000 1.000 

Node number 11492: 11 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.1818182  P(node) =0.001051123
    class counts:     9     2
   probabilities: 0.818 0.182 
  left son=22984 (8 obs) right son=22985 (3 obs)
  Primary splits:
      c2  < 4276.615 to the left,  improve=1.939394, (0 missing)
      c1  < 4360.164 to the left,  improve=1.472727, (0 missing)
      c9  < 4223.431 to the left,  improve=1.472727, (0 missing)
      c11 < 4180.709 to the right, improve=1.472727, (0 missing)
      c13 < 4313.773 to the left,  improve=1.472727, (0 missing)
  Surrogate splits:
      c1  < 4323.996 to the left,  agree=0.909, adj=0.667, (0 split)
      c9  < 4220.751 to the left,  agree=0.909, adj=0.667, (0 split)
      c16 < 4379.808 to the left,  agree=0.909, adj=0.667, (0 split)
      c5  < 4135.173 to the left,  agree=0.818, adj=0.333, (0 split)
      c8  < 4065.11  to the left,  agree=0.818, adj=0.333, (0 split)

Node number 11493: 2 observations
  predicted class=open    expected loss=0  P(node) =0.0001911132
    class counts:     0     2
   probabilities: 0.000 1.000 

Node number 11508: 35 observations,    complexity param=0.0004254414
  predicted class=closed  expected loss=0.4857143  P(node) =0.003344482
    class counts:    18    17
   probabilities: 0.514 0.486 
  left son=23016 (28 obs) right son=23017 (7 obs)
  Primary splits:
      c12 < 4217.729 to the right, improve=2.414286, (0 missing)
      c15 < 4678.989 to the left,  improve=2.414286, (0 missing)
      c10 < 4586.24  to the right, improve=2.388940, (0 missing)
      c13 < 4284.396 to the right, improve=1.872078, (0 missing)
      c11 < 4191.891 to the left,  improve=1.548214, (0 missing)
  Surrogate splits:
      c2  < 4256.157 to the right, agree=0.857, adj=0.286, (0 split)
      c9  < 4213.568 to the left,  agree=0.857, adj=0.286, (0 split)
      c13 < 4313.968 to the left,  agree=0.857, adj=0.286, (0 split)
      c10 < 4622.65  to the left,  agree=0.829, adj=0.143, (0 split)

Node number 11509: 15 observations,    complexity param=0.0004254414
  predicted class=open    expected loss=0.1333333  P(node) =0.001433349
    class counts:     2    13
   probabilities: 0.133 0.867 
  left son=23018 (2 obs) right son=23019 (13 obs)
  Primary splits:
      c1  < 4315.417 to the left,  improve=3.466667, (0 missing)
      c16 < 4376.843 to the left,  improve=3.466667, (0 missing)
      c6  < 4341.447 to the right, improve=1.609524, (0 missing)
      c13 < 4267.036 to the left,  improve=1.609524, (0 missing)
      c15 < 4599.595 to the left,  improve=1.609524, (0 missing)
  Surrogate splits:
      c16 < 4376.843 to the left,  agree=1, adj=1, (0 split)

Node number 11514: 2 observations
  predicted class=closed  expected loss=0  P(node) =0.0001911132
    class counts:     2     0
   probabilities: 1.000 0.000 

Node number 11515: 5 observations
  predicted class=open    expected loss=0  P(node) =0.0004777831
    class counts:     0     5
   probabilities: 0.000 1.000 

Node number 11516: 2 observations
  predicted class=closed  expected loss=0  P(node) =0.0001911132
    class counts:     2     0
   probabilities: 1.000 0.000 

Node number 11517: 11 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.09090909  P(node) =0.001051123
    class counts:     1    10
   probabilities: 0.091 0.909 
  left son=23034 (1 obs) right son=23035 (10 obs)
  Primary splits:
      c3  < 4059.205 to the right, improve=1.8181820, (0 missing)
      c4  < 4615.147 to the right, improve=1.8181820, (0 missing)
      c5  < 4152.887 to the right, improve=0.8181818, (0 missing)
      c10 < 4604.538 to the left,  improve=0.8181818, (0 missing)
      c12 < 4210.483 to the left,  improve=0.8181818, (0 missing)

Node number 11518: 4 observations,    complexity param=0.0001063603
  predicted class=open    expected loss=0.25  P(node) =0.0003822265
    class counts:     1     3
   probabilities: 0.250 0.750 
  left son=23036 (1 obs) right son=23037 (3 obs)
  Primary splits:
      c1 < 4326.698 to the left,  improve=1.5, (0 missing)
      c3 < 4027.104 to the left,  improve=1.5, (0 missing)
      c6 < 4319.913 to the left,  improve=1.5, (0 missing)
      c7 < 4226.136 to the left,  improve=1.5, (0 missing)
      c9 < 4182.164 to the left,  improve=1.5, (0 missing)

Node number 11519: 49 observations
  predicted class=open    expected loss=0  P(node) =0.004682274
    class counts:     0    49
   probabilities: 0.000 1.000 

Node number 11522: 4 observations
  predicted class=closed  expected loss=0  P(node) =0.0003822265
    class counts:     4     0
   probabilities: 1.000 0.000 

Node number 11523: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 11586: 2 observations
  predicted class=closed  expected loss=0  P(node) =0.0001911132
    class counts:     2     0
   probabilities: 1.000 0.000 

Node number 11587: 2 observations
  predicted class=open    expected loss=0  P(node) =0.0001911132
    class counts:     0     2
   probabilities: 0.000 1.000 

Node number 11648: 237 observations,    complexity param=0.0006381621
  predicted class=closed  expected loss=0.2616034  P(node) =0.02264692
    class counts:   175    62
   probabilities: 0.738 0.262 
  left son=23296 (77 obs) right son=23297 (160 obs)
  Primary splits:
      c9 < 4211.815 to the right, improve=4.777578, (0 missing)
      c7 < 4224.931 to the right, improve=4.124972, (0 missing)
      c4 < 4624.924 to the left,  improve=3.876610, (0 missing)
      c6 < 4351.222 to the left,  improve=3.308017, (0 missing)
      c2 < 4271.396 to the right, improve=3.004225, (0 missing)
  Surrogate splits:
      c10 < 4625.64  to the right, agree=0.764, adj=0.273, (0 split)
      c7  < 4246.139 to the right, agree=0.751, adj=0.234, (0 split)
      c13 < 4295.124 to the right, agree=0.713, adj=0.117, (0 split)
      c11 < 4225.323 to the right, agree=0.700, adj=0.078, (0 split)
      c15 < 4631.179 to the right, agree=0.700, adj=0.078, (0 split)

Node number 11649: 25 observations,    complexity param=0.001063603
  predicted class=open    expected loss=0.36  P(node) =0.002388915
    class counts:     9    16
   probabilities: 0.360 0.640 
  left son=23298 (5 obs) right son=23299 (20 obs)
  Primary splits:
      c6  < 4333.299 to the left,  improve=5.120000, (0 missing)
      c15 < 4614.101 to the left,  improve=3.853333, (0 missing)
      c11 < 4209.971 to the left,  improve=3.578824, (0 missing)
      c16 < 4371.342 to the right, improve=2.844675, (0 missing)
      c3  < 3999.509 to the left,  improve=2.253333, (0 missing)
  Surrogate splits:
      c11 < 4203.997 to the left,  agree=0.96, adj=0.8, (0 split)
      c7  < 4227.158 to the left,  agree=0.84, adj=0.2, (0 split)

Node number 11650: 4 observations
  predicted class=closed  expected loss=0  P(node) =0.0003822265
    class counts:     4     0
   probabilities: 1.000 0.000 

Node number 11651: 16 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.0625  P(node) =0.001528906
    class counts:     1    15
   probabilities: 0.062 0.937 
  left son=23302 (1 obs) right son=23303 (15 obs)
  Primary splits:
      c10 < 4630.03  to the right, improve=1.8750000, (0 missing)
      c5  < 4140.45  to the right, improve=0.8750000, (0 missing)
      c8  < 4088.449 to the right, improve=0.5416667, (0 missing)
      c6  < 4334.57  to the left,  improve=0.3750000, (0 missing)
      c7  < 4226.861 to the left,  improve=0.3750000, (0 missing)

Node number 11660: 12 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.08333333  P(node) =0.001146679
    class counts:    11     1
   probabilities: 0.917 0.083 
  left son=23320 (11 obs) right son=23321 (1 obs)
  Primary splits:
      c1  < 4307.406 to the right, improve=1.833333, (0 missing)
      c4  < 4632.843 to the right, improve=1.833333, (0 missing)
      c7  < 4219.654 to the right, improve=1.833333, (0 missing)
      c15 < 4614.08  to the left,  improve=1.833333, (0 missing)
      c16 < 4369.833 to the right, improve=1.833333, (0 missing)

Node number 11661: 4 observations
  predicted class=open    expected loss=0  P(node) =0.0003822265
    class counts:     0     4
   probabilities: 0.000 1.000 

Node number 11662: 5 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.2  P(node) =0.0004777831
    class counts:     4     1
   probabilities: 0.800 0.200 
  left son=23324 (4 obs) right son=23325 (1 obs)
  Primary splits:
      c1  < 4293.236 to the right, improve=1.6, (0 missing)
      c5  < 4126.903 to the right, improve=1.6, (0 missing)
      c6  < 4338.925 to the right, improve=1.6, (0 missing)
      c9  < 4225.449 to the left,  improve=1.6, (0 missing)
      c10 < 4622.559 to the right, improve=1.6, (0 missing)

Node number 11663: 76 observations,    complexity param=0.0004254414
  predicted class=open    expected loss=0.1315789  P(node) =0.007262303
    class counts:    10    66
   probabilities: 0.132 0.868 
  left son=23326 (10 obs) right son=23327 (66 obs)
  Primary splits:
      c13 < 4277.392 to the left,  improve=3.125997, (0 missing)
      c9  < 4194.771 to the left,  improve=2.348703, (0 missing)
      c15 < 4602.179 to the left,  improve=1.768421, (0 missing)
      c1  < 4340.307 to the right, improve=1.528421, (0 missing)
      c6  < 4368.711 to the right, improve=1.528421, (0 missing)
  Surrogate splits:
      c9  < 4194.771 to the left,  agree=0.908, adj=0.3, (0 split)
      c11 < 4190.56  to the left,  agree=0.908, adj=0.3, (0 split)
      c15 < 4601.119 to the left,  agree=0.908, adj=0.3, (0 split)
      c4  < 4632.397 to the left,  agree=0.895, adj=0.2, (0 split)
      c5  < 4123.591 to the left,  agree=0.895, adj=0.2, (0 split)

Node number 11664: 29 observations,    complexity param=0.0001063603
  predicted class=closed  expected loss=0.03448276  P(node) =0.002771142
    class counts:    28     1
   probabilities: 0.966 0.034 
  left son=23328 (26 obs) right son=23329 (3 obs)
  Primary splits:
      c10 < 4608.206 to the right, improve=0.5977011, (0 missing)
      c4  < 4631.423 to the left,  improve=0.2643678, (0 missing)
      c13 < 4292.379 to the left,  improve=0.2643678, (0 missing)
      c15 < 4604.337 to the right, improve=0.2643678, (0 missing)
      c16 < 4372.32  to the right, improve=0.2167488, (0 missing)

Node number 11665: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 11666: 3 observations
  predicted class=closed  expected loss=0  P(node) =0.0002866699
    class counts:     3     0
   probabilities: 1.000 0.000 

Node number 11667: 3 observations
  predicted class=open    expected loss=0  P(node) =0.0002866699
    class counts:     0     3
   probabilities: 0.000 1.000 

Node number 11668: 21 observations,    complexity param=0.0004254414
  predicted class=closed  expected loss=0.2380952  P(node) =0.002006689
    class counts:    16     5
   probabilities: 0.762 0.238 
  left son=23336 (15 obs) right son=23337 (6 obs)
  Primary splits:
      c3  < 4021.557 to the left,  improve=3.085714, (0 missing)
      c2  < 4263.828 to the right, improve=2.566416, (0 missing)
      c11 < 4192.51  to the right, improve=2.566416, (0 missing)
      c9  < 4197.659 to the right, improve=1.719048, (0 missing)
      c15 < 4611.824 to the right, improve=1.341270, (0 missing)
  Surrogate splits:
      c11 < 4215.252 to the left,  agree=0.857, adj=0.500, (0 split)
      c16 < 4365.917 to the right, agree=0.857, adj=0.500, (0 split)
      c5  < 4121.252 to the left,  agree=0.810, adj=0.333, (0 split)
      c6  < 4347.479 to the left,  agree=0.810, adj=0.333, (0 split)
      c7  < 4216.663 to the right, agree=0.810, adj=0.333, (0 split)

Node number 11669: 21 observations,    complexity param=0.0004254414
  predicted class=open    expected loss=0.1428571  P(node) =0.002006689
    class counts:     3    18
   probabilities: 0.143 0.857 
  left son=23338 (2 obs) right son=23339 (19 obs)
  Primary splits:
      c12 < 4249.206 to the right, improve=3.248120, (0 missing)
      c10 < 4644.56  to the right, improve=1.920635, (0 missing)
      c1  < 4327.899 to the right, improve=1.542857, (0 missing)
      c2  < 4299.928 to the right, improve=1.542857, (0 missing)
      c3  < 4008.893 to the left,  improve=1.542857, (0 missing)

Node number 11670: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 11671: 27 observations
  predicted class=open    expected loss=0  P(node) =0.002580029
    class counts:     0    27
   probabilities: 0.000 1.000 

Node number 11672: 30 observations,    complexity param=0.0006381621
  predicted class=closed  expected loss=0.3  P(node) =0.002866699
    class counts:    21     9
   probabilities: 0.700 0.300 
  left son=23344 (27 obs) right son=23345 (3 obs)
  Primary splits:
      c4  < 4630.682 to the left,  improve=3.266667, (0 missing)
      c3  < 4025.897 to the left,  improve=2.100000, (0 missing)
      c12 < 4223.559 to the right, improve=2.100000, (0 missing)
      c16 < 4378.793 to the left,  improve=2.100000, (0 missing)
      c8  < 4084.358 to the left,  improve=1.869231, (0 missing)
  Surrogate splits:
      c9  < 4217.676 to the left,  agree=0.933, adj=0.333, (0 split)
      c13 < 4289.327 to the left,  agree=0.933, adj=0.333, (0 split)

Node number 11673: 6 observations
  predicted class=open    expected loss=0  P(node) =0.0005733397
    class counts:     0     6
   probabilities: 0.000 1.000 

Node number 11674: 4 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.25  P(node) =0.0003822265
    class counts:     3     1
   probabilities: 0.750 0.250 
  left son=23348 (3 obs) right son=23349 (1 obs)
  Primary splits:
      c3  < 4003.306 to the right, improve=1.5, (0 missing)
      c7  < 4234.867 to the right, improve=1.5, (0 missing)
      c9  < 4197.569 to the right, improve=1.5, (0 missing)
      c11 < 4202.984 to the right, improve=1.5, (0 missing)
      c15 < 4617.414 to the right, improve=1.5, (0 missing)

Node number 11675: 18 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.05555556  P(node) =0.001720019
    class counts:     1    17
   probabilities: 0.056 0.944 
  left son=23350 (1 obs) right son=23351 (17 obs)
  Primary splits:
      c8  < 4048.05  to the left,  improve=1.8888890, (0 missing)
      c16 < 4364.525 to the left,  improve=1.8888890, (0 missing)
      c6  < 4353.089 to the right, improve=0.8888889, (0 missing)
      c13 < 4273.01  to the left,  improve=0.8888889, (0 missing)
      c4  < 4620.717 to the left,  improve=0.3888889, (0 missing)

Node number 11676: 6 observations
  predicted class=closed  expected loss=0  P(node) =0.0005733397
    class counts:     6     0
   probabilities: 1.000 0.000 

Node number 11677: 6 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.1666667  P(node) =0.0005733397
    class counts:     1     5
   probabilities: 0.167 0.833 
  left son=23354 (1 obs) right son=23355 (5 obs)
  Primary splits:
      c4  < 4636.269 to the right, improve=1.666667, (0 missing)
      c9  < 4181.7   to the left,  improve=1.666667, (0 missing)
      c11 < 4215.089 to the right, improve=1.666667, (0 missing)
      c13 < 4269.496 to the left,  improve=1.666667, (0 missing)
      c16 < 4378.951 to the right, improve=1.666667, (0 missing)

Node number 11678: 2 observations
  predicted class=closed  expected loss=0  P(node) =0.0001911132
    class counts:     2     0
   probabilities: 1.000 0.000 

Node number 11679: 122 observations,    complexity param=0.000273498
  predicted class=open    expected loss=0.1229508  P(node) =0.01165791
    class counts:    15   107
   probabilities: 0.123 0.877 
  left son=23358 (3 obs) right son=23359 (119 obs)
  Primary splits:
      c1  < 4284.304 to the left,  improve=1.818478, (0 missing)
      c2  < 4262.114 to the left,  improve=1.818478, (0 missing)
      c13 < 4283.05  to the left,  improve=1.651826, (0 missing)
      c3  < 4009.417 to the right, improve=1.595550, (0 missing)
      c11 < 4232.29  to the right, improve=1.551145, (0 missing)

Node number 11680: 14 observations
  predicted class=closed  expected loss=0  P(node) =0.001337793
    class counts:    14     0
   probabilities: 1.000 0.000 

Node number 11681: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 11682: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 11683: 2 observations
  predicted class=open    expected loss=0  P(node) =0.0001911132
    class counts:     0     2
   probabilities: 0.000 1.000 

Node number 11688: 7 observations
  predicted class=closed  expected loss=0  P(node) =0.0006688963
    class counts:     7     0
   probabilities: 1.000 0.000 

Node number 11689: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 11692: 2 observations
  predicted class=closed  expected loss=0  P(node) =0.0001911132
    class counts:     2     0
   probabilities: 1.000 0.000 

Node number 11693: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 11694: 2 observations,    complexity param=0.0001063603
  predicted class=closed  expected loss=0.5  P(node) =0.0001911132
    class counts:     1     1
   probabilities: 0.500 0.500 
  left son=23388 (1 obs) right son=23389 (1 obs)
  Primary splits:
      c1 < 4314.949 to the right, improve=1, (0 missing)
      c2 < 4278.79  to the left,  improve=1, (0 missing)
      c3 < 4005.432 to the right, improve=1, (0 missing)
      c4 < 4636.03  to the left,  improve=1, (0 missing)
      c5 < 4154.745 to the left,  improve=1, (0 missing)

Node number 11695: 45 observations,    complexity param=0.0001063603
  predicted class=open    expected loss=0.02222222  P(node) =0.004300048
    class counts:     1    44
   probabilities: 0.022 0.978 
  left son=23390 (4 obs) right son=23391 (41 obs)
  Primary splits:
      c12 < 4199.816 to the left,  improve=0.4555556, (0 missing)
      c6  < 4356.592 to the right, improve=0.3555556, (0 missing)
      c7  < 4256.841 to the right, improve=0.3555556, (0 missing)
      c8  < 4067.876 to the left,  improve=0.2888889, (0 missing)
      c2  < 4283.032 to the right, improve=0.2055556, (0 missing)

Node number 11708: 3 observations,    complexity param=0.0001418138
  predicted class=closed  expected loss=0.3333333  P(node) =0.0002866699
    class counts:     2     1
   probabilities: 0.667 0.333 
  left son=23416 (2 obs) right son=23417 (1 obs)
  Primary splits:
      c1 < 4329.194 to the left,  improve=1.333333, (0 missing)
      c2 < 4290.523 to the left,  improve=1.333333, (0 missing)
      c4 < 4644.862 to the left,  improve=1.333333, (0 missing)
      c5 < 4140.703 to the left,  improve=1.333333, (0 missing)
      c6 < 4368.198 to the left,  improve=1.333333, (0 missing)

Node number 11709: 7 observations
  predicted class=open    expected loss=0  P(node) =0.0006688963
    class counts:     0     7
   probabilities: 0.000 1.000 

Node number 11760: 21 observations,    complexity param=0.0004963483
  predicted class=closed  expected loss=0.1904762  P(node) =0.002006689
    class counts:    17     4
   probabilities: 0.810 0.190 
  left son=23520 (18 obs) right son=23521 (3 obs)
  Primary splits:
      c16 < 4380.176 to the left,  improve=4.587302, (0 missing)
      c3  < 4021.493 to the left,  improve=3.093838, (0 missing)
      c1  < 4316.025 to the left,  improve=2.201190, (0 missing)
      c8  < 4069.094 to the left,  improve=2.031746, (0 missing)
      c6  < 4344.299 to the left,  improve=1.676190, (0 missing)
  Surrogate splits:
      c1 < 4330.873 to the left,  agree=0.905, adj=0.333, (0 split)
      c3 < 4028.347 to the left,  agree=0.905, adj=0.333, (0 split)
      c9 < 4191.243 to the right, agree=0.905, adj=0.333, (0 split)

Node number 11761: 12 observations,    complexity param=0.0004254414
  predicted class=open    expected loss=0.25  P(node) =0.001146679
    class counts:     3     9
   probabilities: 0.250 0.750 
  left son=23522 (2 obs) right son=23523 (10 obs)
  Primary splits:
      c12 < 4226.05  to the left,  improve=2.7, (0 missing)
      c16 < 4371.763 to the right, improve=2.7, (0 missing)
      c3  < 4008.512 to the right, improve=2.1, (0 missing)
      c4  < 4619.053 to the right, improve=1.5, (0 missing)
      c8  < 4061.596 to the left,  improve=1.5, (0 missing)

Node number 11762: 6 observations,    complexity param=0.000319081
  predicted class=closed  expected loss=0.5  P(node) =0.0005733397
    class counts:     3     3
   probabilities: 0.500 0.500 
  left son=23524 (3 obs) right son=23525 (3 obs)
  Primary splits:
      c6 < 4335.174 to the left,  improve=3.0, (0 missing)
      c7 < 4231.113 to the right, improve=3.0, (0 missing)
      c1 < 4293.167 to the left,  improve=1.5, (0 missing)
      c8 < 4064.054 to the right, improve=1.5, (0 missing)
      c9 < 4202.942 to the right, improve=1.5, (0 missing)
  Surrogate splits:
      c7  < 4231.113 to the right, agree=1.000, adj=1.000, (0 split)
      c1  < 4293.167 to the left,  agree=0.833, adj=0.667, (0 split)
      c8  < 4064.054 to the right, agree=0.833, adj=0.667, (0 split)
      c9  < 4202.942 to the right, agree=0.833, adj=0.667, (0 split)
      c10 < 4610.403 to the right, agree=0.833, adj=0.667, (0 split)

Node number 11763: 11 observations
  predicted class=open    expected loss=0  P(node) =0.001051123
    class counts:     0    11
   probabilities: 0.000 1.000 

Node number 11766: 3 observations,    complexity param=0.0001063603
  predicted class=open    expected loss=0.3333333  P(node) =0.0002866699
    class counts:     1     2
   probabilities: 0.333 0.667 
  left son=23532 (1 obs) right son=23533 (2 obs)
  Primary splits:
      c1 < 4301.614 to the left,  improve=1.333333, (0 missing)
      c2 < 4251.893 to the left,  improve=1.333333, (0 missing)
      c4 < 4620.603 to the right, improve=1.333333, (0 missing)
      c5 < 4124.823 to the left,  improve=1.333333, (0 missing)
      c6 < 4348.103 to the left,  improve=1.333333, (0 missing)

Node number 11767: 26 observations
  predicted class=open    expected loss=0  P(node) =0.002484472
    class counts:     0    26
   probabilities: 0.000 1.000 

Node number 11768: 4 observations
  predicted class=closed  expected loss=0  P(node) =0.0003822265
    class counts:     4     0
   probabilities: 1.000 0.000 

Node number 11769: 3 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.3333333  P(node) =0.0002866699
    class counts:     1     2
   probabilities: 0.333 0.667 
  left son=23538 (1 obs) right son=23539 (2 obs)
  Primary splits:
      c1  < 4311.097 to the right, improve=1.333333, (0 missing)
      c2  < 4255.993 to the right, improve=1.333333, (0 missing)
      c6  < 4359.058 to the right, improve=1.333333, (0 missing)
      c10 < 4616.136 to the right, improve=1.333333, (0 missing)
      c11 < 4224.005 to the right, improve=1.333333, (0 missing)

Node number 11772: 3 observations
  predicted class=closed  expected loss=0  P(node) =0.0002866699
    class counts:     3     0
   probabilities: 1.000 0.000 

Node number 11773: 12 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.1666667  P(node) =0.001146679
    class counts:     2    10
   probabilities: 0.167 0.833 
  left son=23546 (1 obs) right son=23547 (11 obs)
  Primary splits:
      c2  < 4259.479 to the right, improve=1.5151520, (0 missing)
      c4  < 4635.073 to the right, improve=1.5151520, (0 missing)
      c16 < 4365.34  to the left,  improve=1.5151520, (0 missing)
      c8  < 4069.126 to the left,  improve=1.3333330, (0 missing)
      c5  < 4115.902 to the left,  improve=0.9333333, (0 missing)

Node number 11774: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 11775: 137 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.03649635  P(node) =0.01309126
    class counts:     5   132
   probabilities: 0.036 0.964 
  left son=23550 (5 obs) right son=23551 (132 obs)
  Primary splits:
      c3  < 4034.933 to the right, improve=1.3714000, (0 missing)
      c1  < 4325.777 to the right, improve=0.8720735, (0 missing)
      c9  < 4225.694 to the right, improve=0.8720735, (0 missing)
      c12 < 4268.546 to the right, improve=0.5405091, (0 missing)
      c7  < 4219.338 to the left,  improve=0.5405091, (0 missing)

Node number 12156: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 12157: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 12158: 8 observations,    complexity param=0.0001063603
  predicted class=open    expected loss=0.125  P(node) =0.0007644529
    class counts:     1     7
   probabilities: 0.125 0.875 
  left son=24316 (1 obs) right son=24317 (7 obs)
  Primary splits:
      c1 < 4415.779 to the left,  improve=1.75, (0 missing)
      c2 < 4306.297 to the left,  improve=1.75, (0 missing)
      c3 < 4077.5   to the left,  improve=1.75, (0 missing)
      c7 < 4210.381 to the left,  improve=0.75, (0 missing)
      c8 < 4069.621 to the right, improve=0.75, (0 missing)

Node number 12159: 65 observations
  predicted class=open    expected loss=0  P(node) =0.00621118
    class counts:     0    65
   probabilities: 0.000 1.000 

Node number 12252: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 12253: 3 observations
  predicted class=open    expected loss=0  P(node) =0.0002866699
    class counts:     0     3
   probabilities: 0.000 1.000 

Node number 12276: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 12277: 4 observations
  predicted class=open    expected loss=0  P(node) =0.0003822265
    class counts:     0     4
   probabilities: 0.000 1.000 

Node number 12288: 176 observations,    complexity param=0.0001063603
  predicted class=closed  expected loss=0.005681818  P(node) =0.01681796
    class counts:   175     1
   probabilities: 0.994 0.006 
  left son=24576 (168 obs) right son=24577 (8 obs)
  Primary splits:
      c2 < 4275.607 to the left,  improve=0.23863640, (0 missing)
      c3 < 4011.045 to the left,  improve=0.09389952, (0 missing)
      c8 < 4051.339 to the left,  improve=0.07559289, (0 missing)
      c5 < 4121.129 to the left,  improve=0.03409091, (0 missing)
      c1 < 4293.51  to the left,  improve=0.03308081, (0 missing)

Node number 12289: 7 observations,    complexity param=0.0001063603
  predicted class=closed  expected loss=0.1428571  P(node) =0.0006688963
    class counts:     6     1
   probabilities: 0.857 0.143 
  left son=24578 (6 obs) right son=24579 (1 obs)
  Primary splits:
      c2 < 4241.178 to the left,  improve=1.7142860, (0 missing)
      c1 < 4281.923 to the left,  improve=0.7142857, (0 missing)
      c4 < 4603.234 to the left,  improve=0.7142857, (0 missing)
      c5 < 4113.041 to the left,  improve=0.7142857, (0 missing)
      c6 < 4317.17  to the right, improve=0.7142857, (0 missing)

Node number 12290: 28 observations,    complexity param=0.0001063603
  predicted class=closed  expected loss=0.03571429  P(node) =0.002675585
    class counts:    27     1
   probabilities: 0.964 0.036 
  left son=24580 (25 obs) right son=24581 (3 obs)
  Primary splits:
      c8  < 4036.461 to the right, improve=0.5952381, (0 missing)
      c12 < 4244.664 to the left,  improve=0.5952381, (0 missing)
      c13 < 4271.55  to the right, improve=0.5952381, (0 missing)
      c3  < 3993.425 to the right, improve=0.2619048, (0 missing)
      c7  < 4236.897 to the right, improve=0.2142857, (0 missing)

Node number 12291: 3 observations,    complexity param=0.0001215547
  predicted class=open    expected loss=0.3333333  P(node) =0.0002866699
    class counts:     1     2
   probabilities: 0.333 0.667 
  left son=24582 (1 obs) right son=24583 (2 obs)
  Primary splits:
      c1 < 4292.162 to the right, improve=1.333333, (0 missing)
      c2 < 4270.371 to the right, improve=1.333333, (0 missing)
      c3 < 4006.45  to the right, improve=1.333333, (0 missing)
      c6 < 4328.186 to the right, improve=1.333333, (0 missing)
      c8 < 4037.402 to the left,  improve=1.333333, (0 missing)

Node number 12392: 41 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.1219512  P(node) =0.003917821
    class counts:    36     5
   probabilities: 0.878 0.122 
  left son=24784 (34 obs) right son=24785 (7 obs)
  Primary splits:
      c3  < 3985.359 to the right, improve=1.5872100, (0 missing)
      c13 < 4266.354 to the right, improve=1.5161200, (0 missing)
      c6  < 4336.073 to the left,  improve=0.9907442, (0 missing)
      c5  < 4124.902 to the left,  improve=0.8804878, (0 missing)
      c11 < 4195.729 to the right, improve=0.8604878, (0 missing)

Node number 12393: 3 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.3333333  P(node) =0.0002866699
    class counts:     1     2
   probabilities: 0.333 0.667 
  left son=24786 (1 obs) right son=24787 (2 obs)
  Primary splits:
      c1 < 4277.255 to the left,  improve=1.333333, (0 missing)
      c2 < 4248.582 to the left,  improve=1.333333, (0 missing)
      c3 < 3985.164 to the left,  improve=1.333333, (0 missing)
      c4 < 4589.995 to the left,  improve=1.333333, (0 missing)
      c5 < 4107.758 to the right, improve=1.333333, (0 missing)

Node number 12396: 3 observations
  predicted class=closed  expected loss=0  P(node) =0.0002866699
    class counts:     3     0
   probabilities: 1.000 0.000 

Node number 12397: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 12592: 15 observations
  predicted class=closed  expected loss=0  P(node) =0.001433349
    class counts:    15     0
   probabilities: 1.000 0.000 

Node number 12593: 2 observations,    complexity param=0.0001063603
  predicted class=closed  expected loss=0.5  P(node) =0.0001911132
    class counts:     1     1
   probabilities: 0.500 0.500 
  left son=25186 (1 obs) right son=25187 (1 obs)
  Primary splits:
      c1 < 4286.511 to the right, improve=1, (0 missing)
      c2 < 4256.62  to the right, improve=1, (0 missing)
      c3 < 4011.251 to the right, improve=1, (0 missing)
      c4 < 4612.911 to the right, improve=1, (0 missing)
      c5 < 4108.308 to the right, improve=1, (0 missing)

Node number 12598: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 12599: 5 observations
  predicted class=open    expected loss=0  P(node) =0.0004777831
    class counts:     0     5
   probabilities: 0.000 1.000 

Node number 12612: 20 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.1  P(node) =0.001911132
    class counts:    18     2
   probabilities: 0.900 0.100 
  left son=25224 (19 obs) right son=25225 (1 obs)
  Primary splits:
      c4  < 4609.251 to the right, improve=1.7052630, (0 missing)
      c6  < 4337.322 to the left,  improve=0.4000000, (0 missing)
      c9  < 4199.049 to the right, improve=0.4000000, (0 missing)
      c10 < 4609.291 to the left,  improve=0.4000000, (0 missing)
      c1  < 4297.662 to the left,  improve=0.3843137, (0 missing)

Node number 12613: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 12614: 2 observations
  predicted class=closed  expected loss=0  P(node) =0.0001911132
    class counts:     2     0
   probabilities: 1.000 0.000 

Node number 12615: 3 observations
  predicted class=open    expected loss=0  P(node) =0.0002866699
    class counts:     0     3
   probabilities: 0.000 1.000 

Node number 12868: 42 observations,    complexity param=0.000319081
  predicted class=closed  expected loss=0.0952381  P(node) =0.004013378
    class counts:    38     4
   probabilities: 0.905 0.095 
  left son=25736 (36 obs) right son=25737 (6 obs)
  Primary splits:
      c15 < 4607.054 to the left,  improve=2.2936510, (0 missing)
      c10 < 4600.264 to the right, improve=1.6771200, (0 missing)
      c13 < 4285.878 to the left,  improve=1.6771200, (0 missing)
      c2  < 4251.664 to the right, improve=0.7936508, (0 missing)
      c8  < 4053.779 to the left,  improve=0.7936508, (0 missing)
  Surrogate splits:
      c11 < 4215.188 to the left,  agree=0.905, adj=0.333, (0 split)
      c13 < 4283.884 to the left,  agree=0.905, adj=0.333, (0 split)
      c9  < 4212.533 to the left,  agree=0.881, adj=0.167, (0 split)
      c10 < 4631.155 to the left,  agree=0.881, adj=0.167, (0 split)

Node number 12869: 6 observations,    complexity param=0.0004254414
  predicted class=open    expected loss=0.3333333  P(node) =0.0005733397
    class counts:     2     4
   probabilities: 0.333 0.667 
  left son=25738 (2 obs) right son=25739 (4 obs)
  Primary splits:
      c8 < 4050.988 to the right, improve=2.666667, (0 missing)
      c9 < 4202.313 to the right, improve=2.666667, (0 missing)
      c1 < 4293.284 to the left,  improve=1.333333, (0 missing)
      c4 < 4620.752 to the left,  improve=1.333333, (0 missing)
      c6 < 4336.352 to the right, improve=1.333333, (0 missing)
  Surrogate splits:
      c9 < 4202.313 to the right, agree=1.000, adj=1.0, (0 split)
      c1 < 4293.284 to the left,  agree=0.833, adj=0.5, (0 split)
      c4 < 4620.752 to the left,  agree=0.833, adj=0.5, (0 split)
      c6 < 4336.352 to the right, agree=0.833, adj=0.5, (0 split)
      c7 < 4222.93  to the right, agree=0.833, adj=0.5, (0 split)

Node number 12870: 12 observations,    complexity param=0.0004254414
  predicted class=closed  expected loss=0.1666667  P(node) =0.001146679
    class counts:    10     2
   probabilities: 0.833 0.167 
  left son=25740 (10 obs) right son=25741 (2 obs)
  Primary splits:
      c1  < 4283.367 to the left,  improve=3.333333, (0 missing)
      c16 < 4347.299 to the left,  improve=3.333333, (0 missing)
      c3  < 4023.386 to the left,  improve=1.515152, (0 missing)
      c4  < 4614.364 to the right, improve=1.515152, (0 missing)
      c7  < 4236.319 to the left,  improve=1.515152, (0 missing)
  Surrogate splits:
      c16 < 4347.299 to the left,  agree=1, adj=1, (0 split)

Node number 12871: 13 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.2307692  P(node) =0.001242236
    class counts:     3    10
   probabilities: 0.231 0.769 
  left son=25742 (1 obs) right son=25743 (12 obs)
  Primary splits:
      c3  < 4000.123 to the left,  improve=1.282051, (0 missing)
      c5  < 4133.089 to the right, improve=1.282051, (0 missing)
      c9  < 4212.27  to the right, improve=1.282051, (0 missing)
      c13 < 4284.985 to the right, improve=1.282051, (0 missing)
      c6  < 4337.919 to the right, improve=1.186813, (0 missing)

Node number 13288: 9 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.1111111  P(node) =0.0008600096
    class counts:     8     1
   probabilities: 0.889 0.111 
  left son=26576 (8 obs) right son=26577 (1 obs)
  Primary splits:
      c4  < 4625.072 to the left,  improve=1.7777780, (0 missing)
      c1  < 4278.838 to the right, improve=0.7777778, (0 missing)
      c7  < 4230.959 to the right, improve=0.7777778, (0 missing)
      c10 < 4622.97  to the left,  improve=0.7777778, (0 missing)
      c2  < 4257.803 to the right, improve=0.4444444, (0 missing)

Node number 13289: 10 observations,    complexity param=0.000319081
  predicted class=open    expected loss=0.3  P(node) =0.0009555662
    class counts:     3     7
   probabilities: 0.300 0.700 
  left son=26578 (3 obs) right son=26579 (7 obs)
  Primary splits:
      c2  < 4253.396 to the left,  improve=4.20, (0 missing)
      c3  < 3984.734 to the left,  improve=2.45, (0 missing)
      c5  < 4110.374 to the left,  improve=1.20, (0 missing)
      c7  < 4236.105 to the right, improve=1.20, (0 missing)
      c15 < 4598.772 to the right, improve=1.20, (0 missing)
  Surrogate splits:
      c3  < 3984.734 to the left,  agree=0.9, adj=0.667, (0 split)
      c10 < 4621.246 to the right, agree=0.8, adj=0.333, (0 split)
      c12 < 4225.021 to the left,  agree=0.8, adj=0.333, (0 split)

Node number 13290: 6 observations,    complexity param=0.000319081
  predicted class=closed  expected loss=0.3333333  P(node) =0.0005733397
    class counts:     4     2
   probabilities: 0.667 0.333 
  left son=26580 (4 obs) right son=26581 (2 obs)
  Primary splits:
      c1  < 4292.042 to the right, improve=2.666667, (0 missing)
      c12 < 4248.593 to the left,  improve=2.666667, (0 missing)
      c2  < 4262.482 to the right, improve=1.333333, (0 missing)
      c7  < 4230.004 to the right, improve=1.333333, (0 missing)
      c8  < 4046.617 to the right, improve=1.333333, (0 missing)
  Surrogate splits:
      c12 < 4248.593 to the left,  agree=1.000, adj=1.0, (0 split)
      c2  < 4262.482 to the right, agree=0.833, adj=0.5, (0 split)
      c7  < 4230.004 to the right, agree=0.833, adj=0.5, (0 split)
      c8  < 4046.617 to the right, agree=0.833, adj=0.5, (0 split)

Node number 13291: 19 observations,    complexity param=0.0001063603
  predicted class=open    expected loss=0.05263158  P(node) =0.001815576
    class counts:     1    18
   probabilities: 0.053 0.947 
  left son=26582 (2 obs) right son=26583 (17 obs)
  Primary splits:
      c4  < 4624.942 to the right, improve=0.8947368, (0 missing)
      c8  < 4054     to the right, improve=0.5614035, (0 missing)
      c12 < 4236.67  to the right, improve=0.5614035, (0 missing)
      c3  < 3990.627 to the left,  improve=0.3947368, (0 missing)
      c13 < 4279.25  to the right, improve=0.2947368, (0 missing)

Node number 13308: 5 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.4  P(node) =0.0004777831
    class counts:     3     2
   probabilities: 0.600 0.400 
  left son=26616 (3 obs) right son=26617 (2 obs)
  Primary splits:
      c4 < 4624.795 to the left,  improve=2.400000, (0 missing)
      c5 < 4116.266 to the left,  improve=2.400000, (0 missing)
      c9 < 4216.027 to the left,  improve=2.400000, (0 missing)
      c6 < 4334.059 to the left,  improve=1.066667, (0 missing)
      c7 < 4222.63  to the left,  improve=1.066667, (0 missing)
  Surrogate splits:
      c5  < 4116.266 to the left,  agree=1.0, adj=1.0, (0 split)
      c9  < 4216.027 to the left,  agree=1.0, adj=1.0, (0 split)
      c6  < 4334.059 to the left,  agree=0.8, adj=0.5, (0 split)
      c7  < 4222.63  to the left,  agree=0.8, adj=0.5, (0 split)
      c10 < 4616.92  to the left,  agree=0.8, adj=0.5, (0 split)

Node number 13309: 41 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.09756098  P(node) =0.003917821
    class counts:     4    37
   probabilities: 0.098 0.902 
  left son=26618 (1 obs) right son=26619 (40 obs)
  Primary splits:
      c11 < 4167.65  to the left,  improve=1.6695120, (0 missing)
      c4  < 4614.458 to the left,  improve=1.4357280, (0 missing)
      c15 < 4588.212 to the left,  improve=1.4357280, (0 missing)
      c9  < 4199.324 to the right, improve=0.9225425, (0 missing)
      c12 < 4204.236 to the left,  improve=0.6810507, (0 missing)

Node number 13888: 50 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.14  P(node) =0.004777831
    class counts:    43     7
   probabilities: 0.860 0.140 
  left son=27776 (47 obs) right son=27777 (3 obs)
  Primary splits:
      c11 < 4167.898 to the right, improve=1.7704960, (0 missing)
      c12 < 4286.634 to the left,  improve=1.7704960, (0 missing)
      c16 < 4362.852 to the left,  improve=1.5093880, (0 missing)
      c15 < 4579.434 to the right, improve=1.3556150, (0 missing)
      c7  < 4211.067 to the left,  improve=0.9223529, (0 missing)

Node number 13889: 2 observations
  predicted class=open    expected loss=0  P(node) =0.0001911132
    class counts:     0     2
   probabilities: 0.000 1.000 

Node number 13890: 9 observations,    complexity param=0.0004254414
  predicted class=closed  expected loss=0.2222222  P(node) =0.0008600096
    class counts:     7     2
   probabilities: 0.778 0.222 
  left son=27780 (7 obs) right son=27781 (2 obs)
  Primary splits:
      c4  < 4622.2   to the left,  improve=3.111111, (0 missing)
      c9  < 4197.182 to the left,  improve=3.111111, (0 missing)
      c11 < 4191.191 to the left,  improve=1.777778, (0 missing)
      c2  < 4257.6   to the left,  improve=1.361111, (0 missing)
      c5  < 4130.434 to the left,  improve=1.361111, (0 missing)
  Surrogate splits:
      c9  < 4197.182 to the left,  agree=1.000, adj=1.0, (0 split)
      c11 < 4191.191 to the left,  agree=0.889, adj=0.5, (0 split)

Node number 13891: 8 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.125  P(node) =0.0007644529
    class counts:     1     7
   probabilities: 0.125 0.875 
  left son=27782 (1 obs) right son=27783 (7 obs)
  Primary splits:
      c1  < 4293.968 to the right, improve=1.75, (0 missing)
      c2  < 4239.579 to the left,  improve=1.75, (0 missing)
      c4  < 4622.847 to the right, improve=1.75, (0 missing)
      c7  < 4227.785 to the right, improve=1.75, (0 missing)
      c11 < 4195.015 to the right, improve=1.75, (0 missing)

Node number 13948: 3 observations
  predicted class=closed  expected loss=0  P(node) =0.0002866699
    class counts:     3     0
   probabilities: 1.000 0.000 

Node number 13949: 6 observations
  predicted class=open    expected loss=0  P(node) =0.0005733397
    class counts:     0     6
   probabilities: 0.000 1.000 

Node number 13950: 4 observations,    complexity param=0.0001063603
  predicted class=open    expected loss=0.25  P(node) =0.0003822265
    class counts:     1     3
   probabilities: 0.250 0.750 
  left son=27900 (1 obs) right son=27901 (3 obs)
  Primary splits:
      c2 < 4250.827 to the right, improve=1.5, (0 missing)
      c5 < 4099.085 to the right, improve=1.5, (0 missing)
      c7 < 4218.634 to the left,  improve=1.5, (0 missing)
      c8 < 4052.833 to the right, improve=1.5, (0 missing)
      c9 < 4184.719 to the left,  improve=1.5, (0 missing)

Node number 13951: 33 observations
  predicted class=open    expected loss=0  P(node) =0.003153368
    class counts:     0    33
   probabilities: 0.000 1.000 

Node number 14010: 2 observations
  predicted class=closed  expected loss=0  P(node) =0.0001911132
    class counts:     2     0
   probabilities: 1.000 0.000 

Node number 14011: 5 observations
  predicted class=open    expected loss=0  P(node) =0.0004777831
    class counts:     0     5
   probabilities: 0.000 1.000 

Node number 14012: 8 observations,    complexity param=0.0002836276
  predicted class=closed  expected loss=0.375  P(node) =0.0007644529
    class counts:     5     3
   probabilities: 0.625 0.375 
  left son=28024 (6 obs) right son=28025 (2 obs)
  Primary splits:
      c2  < 4235.064 to the right, improve=2.083333, (0 missing)
      c5  < 4092.828 to the right, improve=2.083333, (0 missing)
      c10 < 4611.644 to the left,  improve=2.083333, (0 missing)
      c16 < 4326.826 to the left,  improve=2.083333, (0 missing)
      c4  < 4606.671 to the right, improve=1.350000, (0 missing)
  Surrogate splits:
      c4 < 4600.989 to the right, agree=0.875, adj=0.5, (0 split)

Node number 14013: 6 observations
  predicted class=open    expected loss=0  P(node) =0.0005733397
    class counts:     0     6
   probabilities: 0.000 1.000 

Node number 14014: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 14015: 47 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.06382979  P(node) =0.004491161
    class counts:     3    44
   probabilities: 0.064 0.936 
  left son=28030 (11 obs) right son=28031 (36 obs)
  Primary splits:
      c13 < 4261.159 to the right, improve=1.2533850, (0 missing)
      c8  < 4047.317 to the right, improve=0.5643897, (0 missing)
      c7  < 4227.552 to the right, improve=0.4710753, (0 missing)
      c2  < 4245.467 to the left,  improve=0.4352031, (0 missing)
      c11 < 4188.745 to the right, improve=0.3670213, (0 missing)
  Surrogate splits:
      c3  < 3986.197 to the right, agree=0.830, adj=0.273, (0 split)
      c10 < 4623.199 to the right, agree=0.809, adj=0.182, (0 split)
      c11 < 4208.541 to the right, agree=0.809, adj=0.182, (0 split)
      c15 < 4592.269 to the right, agree=0.809, adj=0.182, (0 split)
      c7  < 4230.717 to the right, agree=0.787, adj=0.091, (0 split)

Node number 14068: 3 observations
  predicted class=closed  expected loss=0  P(node) =0.0002866699
    class counts:     3     0
   probabilities: 1.000 0.000 

Node number 14069: 3 observations
  predicted class=open    expected loss=0  P(node) =0.0002866699
    class counts:     0     3
   probabilities: 0.000 1.000 

Node number 14070: 2 observations,    complexity param=0.0001063603
  predicted class=closed  expected loss=0.5  P(node) =0.0001911132
    class counts:     1     1
   probabilities: 0.500 0.500 
  left son=28140 (1 obs) right son=28141 (1 obs)
  Primary splits:
      c1 < 4280.673 to the left,  improve=1, (0 missing)
      c2 < 4249.666 to the left,  improve=1, (0 missing)
      c3 < 3980.375 to the right, improve=1, (0 missing)
      c4 < 4606.325 to the right, improve=1, (0 missing)
      c5 < 4094.57  to the right, improve=1, (0 missing)

Node number 14071: 25 observations,    complexity param=0.0001063603
  predicted class=open    expected loss=0.04  P(node) =0.002388915
    class counts:     1    24
   probabilities: 0.040 0.960 
  left son=28142 (4 obs) right son=28143 (21 obs)
  Primary splits:
      c15 < 4598.673 to the right, improve=0.4200000, (0 missing)
      c7  < 4236.765 to the right, improve=0.3200000, (0 missing)
      c1  < 4287.626 to the right, improve=0.2533333, (0 missing)
      c6  < 4334.549 to the right, improve=0.2057143, (0 missing)
      c9  < 4200.898 to the right, improve=0.1700000, (0 missing)

Node number 14076: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 14077: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 14496: 19 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.05263158  P(node) =0.001815576
    class counts:    18     1
   probabilities: 0.947 0.053 
  left son=28992 (18 obs) right son=28993 (1 obs)
  Primary splits:
      c12 < 4203.742 to the right, improve=1.8947370, (0 missing)
      c2  < 4248.526 to the right, improve=0.8947368, (0 missing)
      c10 < 4621.039 to the left,  improve=0.5614035, (0 missing)
      c11 < 4206.544 to the left,  improve=0.3947368, (0 missing)
      c15 < 4611.24  to the left,  improve=0.3947368, (0 missing)

Node number 14497: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 14528: 163 observations,    complexity param=0.0004254414
  predicted class=closed  expected loss=0.1717791  P(node) =0.01557573
    class counts:   135    28
   probabilities: 0.828 0.172 
  left son=29056 (161 obs) right son=29057 (2 obs)
  Primary splits:
      c6  < 4349.041 to the left,  improve=2.777884, (0 missing)
      c9  < 4191.805 to the left,  improve=2.147470, (0 missing)
      c3  < 3962.883 to the left,  improve=2.081861, (0 missing)
      c5  < 4090.721 to the left,  improve=1.909780, (0 missing)
      c12 < 4189.669 to the right, improve=1.497035, (0 missing)

Node number 14529: 71 observations,    complexity param=0.0009572431
  predicted class=closed  expected loss=0.4084507  P(node) =0.00678452
    class counts:    42    29
   probabilities: 0.592 0.408 
  left son=29058 (62 obs) right son=29059 (9 obs)
  Primary splits:
      c3  < 3990.956 to the right, improve=7.213085, (0 missing)
      c8  < 4074.169 to the left,  improve=5.673694, (0 missing)
      c11 < 4182.824 to the left,  improve=3.318950, (0 missing)
      c6  < 4329.622 to the right, improve=3.263085, (0 missing)
      c9  < 4185.222 to the left,  improve=2.819293, (0 missing)
  Surrogate splits:
      c1 < 4260.882 to the right, agree=0.887, adj=0.111, (0 split)

Node number 14530: 38 observations,    complexity param=0.0006381621
  predicted class=closed  expected loss=0.2368421  P(node) =0.003631151
    class counts:    29     9
   probabilities: 0.763 0.237 
  left son=29060 (35 obs) right son=29061 (3 obs)
  Primary splits:
      c2  < 4269.021 to the left,  improve=3.793985, (0 missing)
      c11 < 4200.56  to the left,  improve=3.053509, (0 missing)
      c12 < 4225.824 to the right, improve=2.618002, (0 missing)
      c10 < 4617.783 to the left,  improve=2.395846, (0 missing)
      c16 < 4351.441 to the right, improve=2.247953, (0 missing)

Node number 14531: 147 observations,    complexity param=0.001595405
  predicted class=open    expected loss=0.4489796  P(node) =0.01404682
    class counts:    66    81
   probabilities: 0.449 0.551 
  left son=29062 (36 obs) right son=29063 (111 obs)
  Primary splits:
      c8  < 4059.564 to the left,  improve=4.518478, (0 missing)
      c1  < 4296.684 to the right, improve=4.116512, (0 missing)
      c9  < 4191.305 to the left,  improve=3.891671, (0 missing)
      c2  < 4254.094 to the right, improve=3.865129, (0 missing)
      c15 < 4588.858 to the left,  improve=3.401361, (0 missing)
  Surrogate splits:
      c4  < 4597.937 to the left,  agree=0.776, adj=0.083, (0 split)
      c3  < 3997.702 to the right, agree=0.769, adj=0.056, (0 split)
      c9  < 4173.017 to the left,  agree=0.769, adj=0.056, (0 split)
      c16 < 4363.309 to the right, agree=0.769, adj=0.056, (0 split)
      c1  < 4307.256 to the right, agree=0.762, adj=0.028, (0 split)

Node number 14532: 15 observations,    complexity param=0.0004254414
  predicted class=closed  expected loss=0.2666667  P(node) =0.001433349
    class counts:    11     4
   probabilities: 0.733 0.267 
  left son=29064 (11 obs) right son=29065 (4 obs)
  Primary splits:
      c12 < 4226.711 to the right, improve=2.548485, (0 missing)
      c2  < 4242.95  to the right, improve=2.482051, (0 missing)
      c7  < 4217.513 to the right, improve=2.438095, (0 missing)
      c9  < 4185.042 to the right, improve=1.866667, (0 missing)
      c15 < 4600.766 to the right, improve=1.422222, (0 missing)
  Surrogate splits:
      c1  < 4273.305 to the right, agree=0.867, adj=0.50, (0 split)
      c11 < 4186.713 to the right, agree=0.867, adj=0.50, (0 split)
      c6  < 4341.729 to the left,  agree=0.800, adj=0.25, (0 split)
      c7  < 4209.913 to the right, agree=0.800, adj=0.25, (0 split)
      c13 < 4259.071 to the right, agree=0.800, adj=0.25, (0 split)

Node number 14533: 3 observations
  predicted class=open    expected loss=0  P(node) =0.0002866699
    class counts:     0     3
   probabilities: 0.000 1.000 

Node number 14534: 2 observations
  predicted class=closed  expected loss=0  P(node) =0.0001911132
    class counts:     2     0
   probabilities: 1.000 0.000 

Node number 14535: 39 observations,    complexity param=0.000319081
  predicted class=open    expected loss=0.1538462  P(node) =0.003726708
    class counts:     6    33
   probabilities: 0.154 0.846 
  left son=29070 (5 obs) right son=29071 (34 obs)
  Primary splits:
      c1  < 4300.199 to the right, improve=2.283258, (0 missing)
      c7  < 4226.023 to the right, improve=1.976068, (0 missing)
      c11 < 4199.312 to the right, improve=1.805275, (0 missing)
      c16 < 4357.081 to the right, improve=1.709402, (0 missing)
      c2  < 4263.396 to the right, improve=1.699301, (0 missing)
  Surrogate splits:
      c6  < 4349.872 to the right, agree=0.923, adj=0.4, (0 split)
      c7  < 4236.529 to the right, agree=0.923, adj=0.4, (0 split)
      c11 < 4208.794 to the right, agree=0.897, adj=0.2, (0 split)
      c15 < 4608.119 to the right, agree=0.897, adj=0.2, (0 split)

Node number 14536: 31 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.06451613  P(node) =0.002962255
    class counts:    29     2
   probabilities: 0.935 0.065 
  left son=29072 (28 obs) right son=29073 (3 obs)
  Primary splits:
      c6  < 4342.523 to the left,  improve=2.408602, (0 missing)
      c2  < 4237.008 to the right, improve=1.808602, (0 missing)
      c8  < 4054.637 to the right, improve=1.808602, (0 missing)
      c13 < 4270.451 to the left,  improve=1.075269, (0 missing)
      c3  < 4020.813 to the left,  improve=0.810901, (0 missing)
  Surrogate splits:
      c2 < 4240.753 to the right, agree=0.968, adj=0.667, (0 split)
      c4 < 4614.166 to the left,  agree=0.935, adj=0.333, (0 split)

Node number 14537: 120 observations,    complexity param=0.001010423
  predicted class=closed  expected loss=0.4583333  P(node) =0.01146679
    class counts:    65    55
   probabilities: 0.542 0.458 
  left son=29074 (11 obs) right son=29075 (109 obs)
  Primary splits:
      c16 < 4360.67  to the right, improve=5.087920, (0 missing)
      c10 < 4617.612 to the right, improve=4.236735, (0 missing)
      c1  < 4301.977 to the right, improve=4.102564, (0 missing)
      c2  < 4274.297 to the left,  improve=3.607357, (0 missing)
      c11 < 4206.688 to the right, improve=3.352815, (0 missing)
  Surrogate splits:
      c13 < 4295.098 to the right, agree=0.933, adj=0.273, (0 split)
      c1  < 4307.81  to the right, agree=0.925, adj=0.182, (0 split)
      c8  < 4064.83  to the right, agree=0.925, adj=0.182, (0 split)
      c10 < 4634.419 to the right, agree=0.925, adj=0.182, (0 split)

Node number 14538: 19 observations,    complexity param=0.0007445224
  predicted class=closed  expected loss=0.4210526  P(node) =0.001815576
    class counts:    11     8
   probabilities: 0.579 0.421 
  left son=29076 (13 obs) right son=29077 (6 obs)
  Primary splits:
      c12 < 4237.674 to the left,  improve=2.981107, (0 missing)
      c1  < 4282.953 to the left,  improve=2.388158, (0 missing)
      c8  < 4059.843 to the right, improve=2.063158, (0 missing)
      c15 < 4605.912 to the left,  improve=1.948872, (0 missing)
      c7  < 4217.161 to the right, improve=1.948872, (0 missing)
  Surrogate splits:
      c15 < 4605.912 to the left,  agree=0.842, adj=0.500, (0 split)
      c2  < 4240.779 to the right, agree=0.789, adj=0.333, (0 split)
      c11 < 4214.136 to the left,  agree=0.789, adj=0.333, (0 split)
      c16 < 4349.016 to the left,  agree=0.789, adj=0.333, (0 split)
      c1  < 4282.953 to the left,  agree=0.737, adj=0.167, (0 split)

Node number 14539: 53 observations,    complexity param=0.0004254414
  predicted class=open    expected loss=0.1886792  P(node) =0.005064501
    class counts:    10    43
   probabilities: 0.189 0.811 
  left son=29078 (2 obs) right son=29079 (51 obs)
  Primary splits:
      c9  < 4212.392 to the right, improve=2.736219, (0 missing)
      c10 < 4627.52  to the right, improve=2.736219, (0 missing)
      c7  < 4234.738 to the right, improve=2.726415, (0 missing)
      c1  < 4281.149 to the left,  improve=1.781971, (0 missing)
      c11 < 4187.151 to the left,  improve=1.418334, (0 missing)

Node number 14540: 41 observations,    complexity param=0.0008508828
  predicted class=closed  expected loss=0.3170732  P(node) =0.003917821
    class counts:    28    13
   probabilities: 0.683 0.317 
  left son=29080 (31 obs) right son=29081 (10 obs)
  Primary splits:
      c4  < 4613.941 to the left,  improve=3.878678, (0 missing)
      c16 < 4356.428 to the right, improve=1.998522, (0 missing)
      c2  < 4248.937 to the left,  improve=1.853799, (0 missing)
      c11 < 4202.132 to the left,  improve=1.736959, (0 missing)
      c6  < 4345.256 to the left,  improve=1.718002, (0 missing)
  Surrogate splits:
      c5  < 4132.353 to the left,  agree=0.78, adj=0.1, (0 split)
      c6  < 4345.987 to the left,  agree=0.78, adj=0.1, (0 split)
      c8  < 4086.5   to the left,  agree=0.78, adj=0.1, (0 split)
      c10 < 4629.632 to the left,  agree=0.78, adj=0.1, (0 split)
      c13 < 4260.184 to the right, agree=0.78, adj=0.1, (0 split)

Node number 14541: 35 observations,    complexity param=0.0005318017
  predicted class=open    expected loss=0.3142857  P(node) =0.003344482
    class counts:    11    24
   probabilities: 0.314 0.686 
  left son=29082 (23 obs) right son=29083 (12 obs)
  Primary splits:
      c2  < 4267.609 to the left,  improve=3.607453, (0 missing)
      c12 < 4239.778 to the right, improve=3.328139, (0 missing)
      c15 < 4610.591 to the left,  improve=3.219048, (0 missing)
      c16 < 4342.883 to the left,  improve=3.085714, (0 missing)
      c6  < 4323.675 to the right, improve=2.048677, (0 missing)
  Surrogate splits:
      c5  < 4133.344 to the left,  agree=0.743, adj=0.250, (0 split)
      c15 < 4613.942 to the left,  agree=0.743, adj=0.250, (0 split)
      c16 < 4357.206 to the left,  agree=0.743, adj=0.250, (0 split)
      c11 < 4217.554 to the left,  agree=0.714, adj=0.167, (0 split)
      c9  < 4193.453 to the right, agree=0.686, adj=0.083, (0 split)

Node number 14542: 8 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.25  P(node) =0.0007644529
    class counts:     6     2
   probabilities: 0.750 0.250 
  left son=29084 (5 obs) right son=29085 (3 obs)
  Primary splits:
      c6  < 4338.966 to the right, improve=1.666667, (0 missing)
      c7  < 4208.661 to the right, improve=1.666667, (0 missing)
      c9  < 4190.223 to the left,  improve=1.666667, (0 missing)
      c10 < 4606.674 to the left,  improve=1.666667, (0 missing)
      c13 < 4248.368 to the right, improve=1.666667, (0 missing)
  Surrogate splits:
      c5  < 4118.331 to the right, agree=0.875, adj=0.667, (0 split)
      c10 < 4604.903 to the left,  agree=0.875, adj=0.667, (0 split)
      c15 < 4584.623 to the left,  agree=0.875, adj=0.667, (0 split)
      c3  < 4016.878 to the right, agree=0.750, adj=0.333, (0 split)
      c7  < 4208.661 to the right, agree=0.750, adj=0.333, (0 split)

Node number 14543: 249 observations,    complexity param=0.0008508828
  predicted class=open    expected loss=0.248996  P(node) =0.0237936
    class counts:    62   187
   probabilities: 0.249 0.751 
  left son=29086 (77 obs) right son=29087 (172 obs)
  Primary splits:
      c11 < 4187.315 to the left,  improve=3.631445, (0 missing)
      c2  < 4229.317 to the left,  improve=3.425311, (0 missing)
      c1  < 4267.224 to the left,  improve=3.098268, (0 missing)
      c16 < 4345.299 to the right, improve=3.000538, (0 missing)
      c3  < 4000.199 to the left,  improve=2.610182, (0 missing)
  Surrogate splits:
      c10 < 4595.9   to the left,  agree=0.739, adj=0.156, (0 split)
      c7  < 4207.574 to the left,  agree=0.731, adj=0.130, (0 split)
      c6  < 4326.182 to the left,  agree=0.715, adj=0.078, (0 split)
      c9  < 4179.667 to the left,  agree=0.707, adj=0.052, (0 split)
      c1  < 4267.224 to the left,  agree=0.703, adj=0.039, (0 split)

Node number 14544: 37 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.05405405  P(node) =0.003535595
    class counts:    35     2
   probabilities: 0.946 0.054 
  left son=29088 (36 obs) right son=29089 (1 obs)
  Primary splits:
      c16 < 4338.385 to the right, improve=1.8393390, (0 missing)
      c4  < 4622.125 to the left,  improve=1.7837840, (0 missing)
      c12 < 4192.108 to the right, improve=0.8409266, (0 missing)
      c1  < 4296.221 to the left,  improve=0.6726727, (0 missing)
      c13 < 4282.419 to the left,  improve=0.5837838, (0 missing)

Node number 14545: 3 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.3333333  P(node) =0.0002866699
    class counts:     1     2
   probabilities: 0.333 0.667 
  left son=29090 (1 obs) right son=29091 (2 obs)
  Primary splits:
      c1 < 4282.799 to the left,  improve=1.333333, (0 missing)
      c2 < 4272.546 to the left,  improve=1.333333, (0 missing)
      c3 < 3977.799 to the left,  improve=1.333333, (0 missing)
      c4 < 4622.077 to the right, improve=1.333333, (0 missing)
      c6 < 4349.092 to the right, improve=1.333333, (0 missing)

Node number 14546: 10 observations,    complexity param=0.0004254414
  predicted class=closed  expected loss=0.3  P(node) =0.0009555662
    class counts:     7     3
   probabilities: 0.700 0.300 
  left son=29092 (8 obs) right son=29093 (2 obs)
  Primary splits:
      c10 < 4626.102 to the right, improve=2.45, (0 missing)
      c12 < 4210.295 to the right, improve=2.45, (0 missing)
      c3  < 4003.65  to the left,  improve=1.80, (0 missing)
      c16 < 4352.161 to the left,  improve=1.80, (0 missing)
      c2  < 4255.419 to the left,  improve=1.20, (0 missing)
  Surrogate splits:
      c12 < 4210.295 to the right, agree=1, adj=1, (0 split)

Node number 14547: 9 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.1111111  P(node) =0.0008600096
    class counts:     1     8
   probabilities: 0.111 0.889 
  left son=29094 (1 obs) right son=29095 (8 obs)
  Primary splits:
      c3  < 4017.261 to the right, improve=1.7777780, (0 missing)
      c8  < 4094.539 to the right, improve=1.7777780, (0 missing)
      c11 < 4212.876 to the right, improve=1.7777780, (0 missing)
      c16 < 4338.673 to the left,  improve=1.7777780, (0 missing)
      c4  < 4618.12  to the left,  improve=0.7777778, (0 missing)

Node number 14548: 6 observations
  predicted class=closed  expected loss=0  P(node) =0.0005733397
    class counts:     6     0
   probabilities: 1.000 0.000 

Node number 14549: 3 observations
  predicted class=open    expected loss=0  P(node) =0.0002866699
    class counts:     0     3
   probabilities: 0.000 1.000 

Node number 14550: 2 observations,    complexity param=0.0001063603
  predicted class=closed  expected loss=0.5  P(node) =0.0001911132
    class counts:     1     1
   probabilities: 0.500 0.500 
  left son=29100 (1 obs) right son=29101 (1 obs)
  Primary splits:
      c1 < 4283.036 to the left,  improve=1, (0 missing)
      c2 < 4253.182 to the right, improve=1, (0 missing)
      c3 < 3994.503 to the left,  improve=1, (0 missing)
      c4 < 4622.826 to the left,  improve=1, (0 missing)
      c5 < 4106.53  to the right, improve=1, (0 missing)

Node number 14551: 13 observations
  predicted class=open    expected loss=0  P(node) =0.001242236
    class counts:     0    13
   probabilities: 0.000 1.000 

Node number 14552: 104 observations,    complexity param=0.0008508828
  predicted class=closed  expected loss=0.3365385  P(node) =0.009937888
    class counts:    69    35
   probabilities: 0.663 0.337 
  left son=29104 (98 obs) right son=29105 (6 obs)
  Primary splits:
      c16 < 4339.18  to the right, improve=3.142988, (0 missing)
      c3  < 3959.241 to the right, improve=2.719535, (0 missing)
      c4  < 4622.863 to the left,  improve=2.719535, (0 missing)
      c10 < 4590.282 to the right, improve=2.719535, (0 missing)
      c2  < 4264.766 to the right, improve=2.493941, (0 missing)

Node number 14553: 144 observations,    complexity param=0.001542225
  predicted class=open    expected loss=0.4444444  P(node) =0.01376015
    class counts:    64    80
   probabilities: 0.444 0.556 
  left son=29106 (106 obs) right son=29107 (38 obs)
  Primary splits:
      c1  < 4293.217 to the right, improve=5.649343, (0 missing)
      c6  < 4326.232 to the right, improve=5.645462, (0 missing)
      c3  < 3994.485 to the right, improve=4.610519, (0 missing)
      c5  < 4102.746 to the right, improve=4.315507, (0 missing)
      c11 < 4196.931 to the left,  improve=3.689884, (0 missing)
  Surrogate splits:
      c2  < 4244.547 to the right, agree=0.764, adj=0.105, (0 split)
      c8  < 4083.649 to the left,  agree=0.764, adj=0.105, (0 split)
      c16 < 4363.464 to the left,  agree=0.750, adj=0.053, (0 split)
      c3  < 3975.41  to the right, agree=0.743, adj=0.026, (0 split)
      c6  < 4322.231 to the right, agree=0.743, adj=0.026, (0 split)

Node number 14554: 21 observations,    complexity param=0.0007445224
  predicted class=open    expected loss=0.4761905  P(node) =0.002006689
    class counts:    10    11
   probabilities: 0.476 0.524 
  left son=29108 (11 obs) right son=29109 (10 obs)
  Primary splits:
      c5  < 4124.472 to the right, improve=5.403463, (0 missing)
      c10 < 4608.918 to the left,  improve=3.047619, (0 missing)
      c6  < 4336.528 to the right, improve=2.976190, (0 missing)
      c16 < 4348.443 to the left,  improve=2.711485, (0 missing)
      c7  < 4230.302 to the right, improve=2.333333, (0 missing)
  Surrogate splits:
      c2  < 4257.662 to the right, agree=0.762, adj=0.5, (0 split)
      c10 < 4606.975 to the left,  agree=0.762, adj=0.5, (0 split)
      c6  < 4335.389 to the right, agree=0.714, adj=0.4, (0 split)
      c7  < 4229.397 to the right, agree=0.714, adj=0.4, (0 split)
      c11 < 4195.069 to the right, agree=0.714, adj=0.4, (0 split)

Node number 14555: 86 observations,    complexity param=0.0004254414
  predicted class=open    expected loss=0.127907  P(node) =0.008217869
    class counts:    11    75
   probabilities: 0.128 0.872 
  left son=29110 (2 obs) right son=29111 (84 obs)
  Primary splits:
      c9 < 4183.273 to the left,  improve=3.114618, (0 missing)
      c1 < 4293.245 to the left,  improve=2.345021, (0 missing)
      c5 < 4110.098 to the left,  improve=2.345021, (0 missing)
      c2 < 4235.834 to the left,  improve=1.538988, (0 missing)
      c6 < 4363.639 to the right, improve=1.538988, (0 missing)

Node number 14556: 76 observations,    complexity param=0.0009217897
  predicted class=closed  expected loss=0.4736842  P(node) =0.007262303
    class counts:    40    36
   probabilities: 0.526 0.474 
  left son=29112 (65 obs) right son=29113 (11 obs)
  Primary splits:
      c16 < 4335.359 to the right, improve=4.876555, (0 missing)
      c1  < 4288.801 to the right, improve=2.923308, (0 missing)
      c13 < 4254.436 to the right, improve=2.880031, (0 missing)
      c6  < 4347.461 to the left,  improve=2.339181, (0 missing)
      c11 < 4163.232 to the right, improve=2.339181, (0 missing)
  Surrogate splits:
      c6  < 4315.978 to the right, agree=0.882, adj=0.182, (0 split)
      c7  < 4209.991 to the right, agree=0.882, adj=0.182, (0 split)
      c15 < 4563.03  to the right, agree=0.882, adj=0.182, (0 split)

Node number 14557: 128 observations,    complexity param=0.0007445224
  predicted class=open    expected loss=0.2578125  P(node) =0.01223125
    class counts:    33    95
   probabilities: 0.258 0.742 
  left son=29114 (86 obs) right son=29115 (42 obs)
  Primary splits:
      c6 < 4333.518 to the right, improve=4.343179, (0 missing)
      c9 < 4216.139 to the right, improve=3.384375, (0 missing)
      c1 < 4274.833 to the right, improve=3.151042, (0 missing)
      c2 < 4263.102 to the right, improve=3.113286, (0 missing)
      c4 < 4620.806 to the left,  improve=3.049592, (0 missing)
  Surrogate splits:
      c3  < 3992.034 to the right, agree=0.695, adj=0.071, (0 split)
      c10 < 4590.66  to the right, agree=0.695, adj=0.071, (0 split)
      c11 < 4156.523 to the right, agree=0.695, adj=0.071, (0 split)
      c13 < 4274.884 to the left,  agree=0.695, adj=0.071, (0 split)
      c16 < 4352.693 to the left,  agree=0.695, adj=0.071, (0 split)

Node number 14558: 26 observations,    complexity param=0.0007445224
  predicted class=closed  expected loss=0.5  P(node) =0.002484472
    class counts:    13    13
   probabilities: 0.500 0.500 
  left son=29116 (11 obs) right son=29117 (15 obs)
  Primary splits:
      c11 < 4205.198 to the left,  improve=3.860606, (0 missing)
      c15 < 4595.133 to the left,  improve=3.250000, (0 missing)
      c1  < 4284.72  to the right, improve=2.443609, (0 missing)
      c12 < 4244.884 to the left,  improve=2.443609, (0 missing)
      c3  < 3996.997 to the left,  improve=2.124183, (0 missing)
  Surrogate splits:
      c8  < 4065.959 to the left,  agree=0.769, adj=0.455, (0 split)
      c12 < 4234.962 to the left,  agree=0.769, adj=0.455, (0 split)
      c16 < 4343.354 to the left,  agree=0.769, adj=0.455, (0 split)
      c15 < 4593.185 to the left,  agree=0.731, adj=0.364, (0 split)
      c2  < 4267.121 to the right, agree=0.692, adj=0.273, (0 split)

Node number 14559: 292 observations,    complexity param=0.0006381621
  predicted class=open    expected loss=0.1575342  P(node) =0.02790253
    class counts:    46   246
   probabilities: 0.158 0.842 
  left son=29118 (5 obs) right son=29119 (287 obs)
  Primary splits:
      c10 < 4591.301 to the left,  improve=4.199532, (0 missing)
      c9  < 4178.544 to the left,  improve=2.847127, (0 missing)
      c15 < 4633.76  to the right, improve=2.847127, (0 missing)
      c3  < 4019.952 to the right, improve=2.457225, (0 missing)
      c16 < 4355.274 to the right, improve=2.305482, (0 missing)

Node number 14568: 7 observations
  predicted class=closed  expected loss=0  P(node) =0.0006688963
    class counts:     7     0
   probabilities: 1.000 0.000 

Node number 14569: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 14574: 5 observations,    complexity param=0.000319081
  predicted class=closed  expected loss=0.4  P(node) =0.0004777831
    class counts:     3     2
   probabilities: 0.600 0.400 
  left son=29148 (3 obs) right son=29149 (2 obs)
  Primary splits:
      c9  < 4209.841 to the left,  improve=2.400000, (0 missing)
      c12 < 4232.346 to the left,  improve=2.400000, (0 missing)
      c13 < 4280.842 to the left,  improve=2.400000, (0 missing)
      c16 < 4353.049 to the left,  improve=2.400000, (0 missing)
      c4  < 4616.738 to the left,  improve=1.066667, (0 missing)
  Surrogate splits:
      c12 < 4232.346 to the left,  agree=1.0, adj=1.0, (0 split)
      c13 < 4280.842 to the left,  agree=1.0, adj=1.0, (0 split)
      c16 < 4353.049 to the left,  agree=1.0, adj=1.0, (0 split)
      c4  < 4616.738 to the left,  agree=0.8, adj=0.5, (0 split)
      c5  < 4137.685 to the right, agree=0.8, adj=0.5, (0 split)

Node number 14575: 31 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.03225806  P(node) =0.002962255
    class counts:     1    30
   probabilities: 0.032 0.968 
  left son=29150 (1 obs) right son=29151 (30 obs)
  Primary splits:
      c9  < 4184.286 to the left,  improve=1.9354840, (0 missing)
      c5  < 4145.195 to the right, improve=0.9354839, (0 missing)
      c1  < 4302.8   to the right, improve=0.3354839, (0 missing)
      c10 < 4605.376 to the left,  improve=0.3354839, (0 missing)
      c4  < 4613.065 to the left,  improve=0.2211982, (0 missing)

Node number 14580: 4 observations
  predicted class=closed  expected loss=0  P(node) =0.0003822265
    class counts:     4     0
   probabilities: 1.000 0.000 

Node number 14581: 2 observations
  predicted class=open    expected loss=0  P(node) =0.0001911132
    class counts:     0     2
   probabilities: 0.000 1.000 

Node number 14582: 2 observations,    complexity param=0.0001063603
  predicted class=closed  expected loss=0.5  P(node) =0.0001911132
    class counts:     1     1
   probabilities: 0.500 0.500 
  left son=29164 (1 obs) right son=29165 (1 obs)
  Primary splits:
      c1 < 4304.365 to the left,  improve=1, (0 missing)
      c2 < 4265.697 to the left,  improve=1, (0 missing)
      c3 < 4036.066 to the left,  improve=1, (0 missing)
      c4 < 4619.436 to the left,  improve=1, (0 missing)
      c5 < 4130.644 to the left,  improve=1, (0 missing)

Node number 14583: 14 observations
  predicted class=open    expected loss=0  P(node) =0.001337793
    class counts:     0    14
   probabilities: 0.000 1.000 

Node number 14590: 8 observations,    complexity param=0.0001418138
  predicted class=open    expected loss=0.25  P(node) =0.0007644529
    class counts:     2     6
   probabilities: 0.250 0.750 
  left son=29180 (1 obs) right son=29181 (7 obs)
  Primary splits:
      c1  < 4308.293 to the left,  improve=1.285714, (0 missing)
      c4  < 4618.175 to the right, improve=1.285714, (0 missing)
      c8  < 4089.966 to the right, improve=1.285714, (0 missing)
      c9  < 4205.277 to the right, improve=1.285714, (0 missing)
      c12 < 4206.403 to the left,  improve=1.285714, (0 missing)

Node number 14591: 148 observations,    complexity param=0.0001063603
  predicted class=open    expected loss=0.02702703  P(node) =0.01414238
    class counts:     4   144
   probabilities: 0.027 0.973 
  left son=29182 (3 obs) right son=29183 (145 obs)
  Primary splits:
      c16 < 4362.447 to the right, improve=0.5745884, (0 missing)
      c4  < 4622.743 to the right, improve=0.5694507, (0 missing)
      c13 < 4254.481 to the left,  improve=0.3096579, (0 missing)
      c7  < 4223.678 to the right, improve=0.2121055, (0 missing)
      c2  < 4241.136 to the left,  improve=0.1971576, (0 missing)

Node number 15096: 2 observations
  predicted class=closed  expected loss=0  P(node) =0.0001911132
    class counts:     2     0
   probabilities: 1.000 0.000 

Node number 15097: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 15328: 13 observations
  predicted class=closed  expected loss=0  P(node) =0.001242236
    class counts:    13     0
   probabilities: 1.000 0.000 

Node number 15329: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 15358: 13 observations,    complexity param=0.000319081
  predicted class=open    expected loss=0.3076923  P(node) =0.001242236
    class counts:     4     9
   probabilities: 0.308 0.692 
  left son=30716 (4 obs) right son=30717 (9 obs)
  Primary splits:
      c2  < 4230.498 to the right, improve=5.538462, (0 missing)
      c13 < 4243.098 to the right, improve=5.538462, (0 missing)
      c7  < 4212.288 to the right, improve=3.938462, (0 missing)
      c11 < 4165.068 to the right, improve=3.938462, (0 missing)
      c5  < 4115.772 to the right, improve=2.265734, (0 missing)
  Surrogate splits:
      c13 < 4243.098 to the right, agree=1.000, adj=1.00, (0 split)
      c7  < 4212.288 to the right, agree=0.923, adj=0.75, (0 split)
      c11 < 4165.068 to the right, agree=0.923, adj=0.75, (0 split)
      c1  < 4231.159 to the right, agree=0.846, adj=0.50, (0 split)
      c5  < 4115.772 to the right, agree=0.846, adj=0.50, (0 split)

Node number 15359: 373 observations,    complexity param=0.000319081
  predicted class=open    expected loss=0.04825737  P(node) =0.03564262
    class counts:    18   355
   probabilities: 0.048 0.952 
  left son=30718 (159 obs) right son=30719 (214 obs)
  Primary splits:
      c16 < 4324.205 to the right, improve=1.9073010, (0 missing)
      c1  < 4267.093 to the right, improve=1.1801650, (0 missing)
      c12 < 4230.309 to the left,  improve=0.9600288, (0 missing)
      c8  < 4062.948 to the left,  improve=0.9473196, (0 missing)
      c5  < 4091.339 to the left,  improve=0.8044988, (0 missing)
  Surrogate splits:
      c15 < 4580.712 to the right, agree=0.764, adj=0.447, (0 split)
      c1  < 4265.966 to the right, agree=0.727, adj=0.358, (0 split)
      c11 < 4188.341 to the right, agree=0.697, adj=0.289, (0 split)
      c2  < 4244.889 to the right, agree=0.689, adj=0.270, (0 split)
      c13 < 4262.089 to the right, agree=0.676, adj=0.239, (0 split)

Node number 15888: 13 observations
  predicted class=closed  expected loss=0  P(node) =0.001242236
    class counts:    13     0
   probabilities: 1.000 0.000 

Node number 15889: 23 observations,    complexity param=0.0004254414
  predicted class=closed  expected loss=0.3478261  P(node) =0.002197802
    class counts:    15     8
   probabilities: 0.652 0.348 
  left son=31778 (14 obs) right son=31779 (9 obs)
  Primary splits:
      c8  < 4095.951 to the left,  improve=3.006211, (0 missing)
      c16 < 4339.558 to the left,  improve=2.434783, (0 missing)
      c11 < 4186.239 to the left,  improve=1.964194, (0 missing)
      c13 < 4263.896 to the left,  improve=1.964194, (0 missing)
      c5  < 4141.421 to the left,  improve=1.863354, (0 missing)
  Surrogate splits:
      c1  < 4277.507 to the right, agree=0.826, adj=0.556, (0 split)
      c15 < 4578.152 to the right, agree=0.783, adj=0.444, (0 split)
      c7  < 4216.411 to the right, agree=0.696, adj=0.222, (0 split)
      c9  < 4209.167 to the left,  agree=0.696, adj=0.222, (0 split)
      c11 < 4180.378 to the right, agree=0.696, adj=0.222, (0 split)

Node number 15896: 10 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.1  P(node) =0.0009555662
    class counts:     9     1
   probabilities: 0.900 0.100 
  left son=31792 (9 obs) right son=31793 (1 obs)
  Primary splits:
      c1  < 4276.66  to the right, improve=1.8000000, (0 missing)
      c3  < 3997.799 to the right, improve=0.8000000, (0 missing)
      c5  < 4121.733 to the right, improve=0.8000000, (0 missing)
      c8  < 4102.619 to the left,  improve=0.4666667, (0 missing)
      c13 < 4280.021 to the right, improve=0.4666667, (0 missing)

Node number 15897: 2 observations
  predicted class=open    expected loss=0  P(node) =0.0001911132
    class counts:     0     2
   probabilities: 0.000 1.000 

Node number 15900: 2 observations
  predicted class=closed  expected loss=0  P(node) =0.0001911132
    class counts:     2     0
   probabilities: 1.000 0.000 

Node number 15901: 2 observations
  predicted class=open    expected loss=0  P(node) =0.0001911132
    class counts:     0     2
   probabilities: 0.000 1.000 

Node number 15920: 18 observations
  predicted class=closed  expected loss=0  P(node) =0.001720019
    class counts:    18     0
   probabilities: 1.000 0.000 

Node number 15921: 2 observations
  predicted class=open    expected loss=0  P(node) =0.0001911132
    class counts:     0     2
   probabilities: 0.000 1.000 

Node number 15922: 3 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.3333333  P(node) =0.0002866699
    class counts:     2     1
   probabilities: 0.667 0.333 
  left son=31844 (2 obs) right son=31845 (1 obs)
  Primary splits:
      c2  < 4271.071 to the left,  improve=1.333333, (0 missing)
      c5  < 4126.478 to the left,  improve=1.333333, (0 missing)
      c8  < 4083.163 to the right, improve=1.333333, (0 missing)
      c9  < 4198.832 to the right, improve=1.333333, (0 missing)
      c11 < 4202.623 to the left,  improve=1.333333, (0 missing)

Node number 15923: 5 observations
  predicted class=open    expected loss=0  P(node) =0.0004777831
    class counts:     0     5
   probabilities: 0.000 1.000 

Node number 15926: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 15927: 20 observations,    complexity param=0.0001063603
  predicted class=open    expected loss=0.05  P(node) =0.001911132
    class counts:     1    19
   probabilities: 0.050 0.950 
  left son=31854 (3 obs) right son=31855 (17 obs)
  Primary splits:
      c3  < 3983.59  to the left,  improve=0.5666667, (0 missing)
      c7  < 4226.338 to the left,  improve=0.5666667, (0 missing)
      c4  < 4630.279 to the right, improve=0.3000000, (0 missing)
      c8  < 4083.426 to the left,  improve=0.2333333, (0 missing)
      c11 < 4208.338 to the left,  improve=0.2333333, (0 missing)
  Surrogate splits:
      c7 < 4226.338 to the left,  agree=0.9, adj=0.333, (0 split)

Node number 15928: 20 observations,    complexity param=0.0002836276
  predicted class=closed  expected loss=0.4  P(node) =0.001911132
    class counts:    12     8
   probabilities: 0.600 0.400 
  left son=31856 (5 obs) right son=31857 (15 obs)
  Primary splits:
      c2  < 4257.459 to the left,  improve=2.133333, (0 missing)
      c12 < 4226.77  to the right, improve=2.127473, (0 missing)
      c1  < 4301.959 to the left,  improve=1.600000, (0 missing)
      c4  < 4631.215 to the right, improve=1.600000, (0 missing)
      c6  < 4343.873 to the left,  improve=1.600000, (0 missing)
  Surrogate splits:
      c6 < 4334.184 to the left,  agree=0.9, adj=0.6, (0 split)
      c4 < 4624.365 to the left,  agree=0.8, adj=0.2, (0 split)
      c8 < 4080.949 to the left,  agree=0.8, adj=0.2, (0 split)

Node number 15929: 6 observations
  predicted class=open    expected loss=0  P(node) =0.0005733397
    class counts:     0     6
   probabilities: 0.000 1.000 

Node number 15930: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 15931: 29 observations
  predicted class=open    expected loss=0  P(node) =0.002771142
    class counts:     0    29
   probabilities: 0.000 1.000 

Node number 15934: 4 observations,    complexity param=0.0001063603
  predicted class=open    expected loss=0.25  P(node) =0.0003822265
    class counts:     1     3
   probabilities: 0.250 0.750 
  left son=31868 (1 obs) right son=31869 (3 obs)
  Primary splits:
      c2 < 4276.954 to the left,  improve=1.5, (0 missing)
      c5 < 4117.436 to the right, improve=1.5, (0 missing)
      c7 < 4238.415 to the left,  improve=1.5, (0 missing)
      c8 < 4081.358 to the left,  improve=1.5, (0 missing)
      c9 < 4211.486 to the left,  improve=1.5, (0 missing)

Node number 15935: 43 observations
  predicted class=open    expected loss=0  P(node) =0.004108935
    class counts:     0    43
   probabilities: 0.000 1.000 

Node number 15990: 3 observations,    complexity param=0.0001063603
  predicted class=open    expected loss=0.3333333  P(node) =0.0002866699
    class counts:     1     2
   probabilities: 0.333 0.667 
  left son=31980 (1 obs) right son=31981 (2 obs)
  Primary splits:
      c1 < 4260.728 to the left,  improve=1.333333, (0 missing)
      c2 < 4255.226 to the left,  improve=1.333333, (0 missing)
      c3 < 4007.575 to the left,  improve=1.333333, (0 missing)
      c4 < 4625.774 to the right, improve=1.333333, (0 missing)
      c5 < 4130.827 to the left,  improve=1.333333, (0 missing)

Node number 15991: 13 observations
  predicted class=open    expected loss=0  P(node) =0.001242236
    class counts:     0    13
   probabilities: 0.000 1.000 

Node number 16060: 4 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.25  P(node) =0.0003822265
    class counts:     3     1
   probabilities: 0.750 0.250 
  left son=32120 (3 obs) right son=32121 (1 obs)
  Primary splits:
      c1  < 4291.944 to the right, improve=1.5, (0 missing)
      c3  < 4020.174 to the left,  improve=1.5, (0 missing)
      c7  < 4264.1   to the left,  improve=1.5, (0 missing)
      c11 < 4212.81  to the right, improve=1.5, (0 missing)
      c13 < 4292.861 to the left,  improve=1.5, (0 missing)

Node number 16061: 4 observations
  predicted class=open    expected loss=0  P(node) =0.0003822265
    class counts:     0     4
   probabilities: 0.000 1.000 

Node number 16124: 3 observations
  predicted class=closed  expected loss=0  P(node) =0.0002866699
    class counts:     3     0
   probabilities: 1.000 0.000 

Node number 16125: 65 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.1076923  P(node) =0.00621118
    class counts:     7    58
   probabilities: 0.108 0.892 
  left son=32250 (1 obs) right son=32251 (64 obs)
  Primary splits:
      c3  < 4006.525 to the right, improve=1.617308, (0 missing)
      c12 < 4291.286 to the right, improve=1.617308, (0 missing)
      c15 < 4565.942 to the left,  improve=1.617308, (0 missing)
      c8  < 4087.334 to the right, improve=1.140956, (0 missing)
      c2  < 4251.688 to the right, improve=0.825641, (0 missing)

Node number 16126: 12 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.1666667  P(node) =0.001146679
    class counts:     2    10
   probabilities: 0.167 0.833 
  left son=32252 (2 obs) right son=32253 (10 obs)
  Primary splits:
      c16 < 4318.343 to the right, improve=3.3333330, (0 missing)
      c6  < 4386.315 to the left,  improve=1.5151520, (0 missing)
      c1  < 4277.934 to the right, improve=1.3333330, (0 missing)
      c2  < 4279.057 to the right, improve=1.3333330, (0 missing)
      c7  < 4232.75  to the right, improve=0.9333333, (0 missing)

Node number 16127: 126 observations,    complexity param=0.0001063603
  predicted class=open    expected loss=0.007936508  P(node) =0.01204013
    class counts:     1   125
   probabilities: 0.008 0.992 
  left son=32254 (10 obs) right son=32255 (116 obs)
  Primary splits:
      c8  < 4082.492 to the left,  improve=0.18412700, (0 missing)
      c15 < 4619.222 to the right, improve=0.13797310, (0 missing)
      c6  < 4349.366 to the left,  improve=0.08939014, (0 missing)
      c16 < 4354.786 to the right, improve=0.07936508, (0 missing)
      c7  < 4235.229 to the right, improve=0.03818104, (0 missing)

Node number 16224: 10 observations
  predicted class=closed  expected loss=0  P(node) =0.0009555662
    class counts:    10     0
   probabilities: 1.000 0.000 

Node number 16225: 2 observations,    complexity param=0.0001063603
  predicted class=closed  expected loss=0.5  P(node) =0.0001911132
    class counts:     1     1
   probabilities: 0.500 0.500 
  left son=32450 (1 obs) right son=32451 (1 obs)
  Primary splits:
      c1 < 4287.52  to the right, improve=1, (0 missing)
      c2 < 4257.086 to the right, improve=1, (0 missing)
      c3 < 3981.729 to the left,  improve=1, (0 missing)
      c4 < 4625.917 to the right, improve=1, (0 missing)
      c5 < 4122.526 to the right, improve=1, (0 missing)

Node number 16226: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 16227: 3 observations
  predicted class=open    expected loss=0  P(node) =0.0002866699
    class counts:     0     3
   probabilities: 0.000 1.000 

Node number 16238: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 16239: 29 observations,    complexity param=0.0001063603
  predicted class=open    expected loss=0.06896552  P(node) =0.002771142
    class counts:     2    27
   probabilities: 0.069 0.931 
  left son=32478 (2 obs) right son=32479 (27 obs)
  Primary splits:
      c8  < 4078.876 to the right, improve=0.7982120, (0 missing)
      c13 < 4266.957 to the left,  improve=0.5241379, (0 missing)
      c10 < 4608.548 to the left,  improve=0.4677277, (0 missing)
      c5  < 4122.977 to the left,  improve=0.3395225, (0 missing)
      c15 < 4584.383 to the right, improve=0.2955665, (0 missing)

Node number 16242: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 16243: 3 observations
  predicted class=open    expected loss=0  P(node) =0.0002866699
    class counts:     0     3
   probabilities: 0.000 1.000 

Node number 16252: 4 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.25  P(node) =0.0003822265
    class counts:     3     1
   probabilities: 0.750 0.250 
  left son=32504 (3 obs) right son=32505 (1 obs)
  Primary splits:
      c1 < 4267.506 to the left,  improve=1.5, (0 missing)
      c3 < 4042.983 to the left,  improve=1.5, (0 missing)
      c5 < 4139.739 to the left,  improve=1.5, (0 missing)
      c6 < 4354.175 to the left,  improve=1.5, (0 missing)
      c7 < 4218.002 to the right, improve=1.5, (0 missing)

Node number 16253: 4 observations
  predicted class=open    expected loss=0  P(node) =0.0003822265
    class counts:     0     4
   probabilities: 0.000 1.000 

Node number 16254: 4 observations,    complexity param=0.0001063603
  predicted class=open    expected loss=0.25  P(node) =0.0003822265
    class counts:     1     3
   probabilities: 0.250 0.750 
  left son=32508 (1 obs) right son=32509 (3 obs)
  Primary splits:
      c4  < 4624.177 to the right, improve=1.5, (0 missing)
      c9  < 4182.148 to the left,  improve=1.5, (0 missing)
      c11 < 4179.381 to the left,  improve=1.5, (0 missing)
      c16 < 4335.751 to the right, improve=1.5, (0 missing)
      c1  < 4270.941 to the right, improve=0.5, (0 missing)

Node number 16255: 74 observations
  predicted class=open    expected loss=0  P(node) =0.00707119
    class counts:     0    74
   probabilities: 0.000 1.000 

Node number 16342: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 16343: 16 observations
  predicted class=open    expected loss=0  P(node) =0.001528906
    class counts:     0    16
   probabilities: 0.000 1.000 

Node number 16376: 8 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.125  P(node) =0.0007644529
    class counts:     7     1
   probabilities: 0.875 0.125 
  left son=32752 (7 obs) right son=32753 (1 obs)
  Primary splits:
      c1 < 4270.279 to the right, improve=1.75, (0 missing)
      c2 < 4266.085 to the left,  improve=1.75, (0 missing)
      c3 < 4030.112 to the left,  improve=1.75, (0 missing)
      c4 < 4641.607 to the left,  improve=1.75, (0 missing)
      c6 < 4364.512 to the left,  improve=1.75, (0 missing)

Node number 16377: 12 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.08333333  P(node) =0.001146679
    class counts:     1    11
   probabilities: 0.083 0.917 
  left son=32754 (1 obs) right son=32755 (11 obs)
  Primary splits:
      c1  < 4271.193 to the left,  improve=1.833333, (0 missing)
      c5  < 4091.565 to the left,  improve=1.833333, (0 missing)
      c15 < 4616.627 to the left,  improve=1.833333, (0 missing)
      c10 < 4606.97  to the left,  improve=0.500000, (0 missing)
      c16 < 4343.822 to the left,  improve=0.500000, (0 missing)

Node number 16378: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 16379: 144 observations,    complexity param=0.0002659009
  predicted class=open    expected loss=0.0625  P(node) =0.01376015
    class counts:     9   135
   probabilities: 0.063 0.938 
  left son=32758 (15 obs) right son=32759 (129 obs)
  Primary splits:
      c12 < 4252.489 to the right, improve=1.3959300, (0 missing)
      c2  < 4269.351 to the right, improve=1.1800360, (0 missing)
      c6  < 4336.05  to the left,  improve=0.9592105, (0 missing)
      c16 < 4340.864 to the right, improve=0.8114218, (0 missing)
      c10 < 4589.402 to the left,  improve=0.7764085, (0 missing)
  Surrogate splits:
      c9 < 4181.192 to the left,  agree=0.903, adj=0.067, (0 split)

Node number 16380: 3 observations
  predicted class=closed  expected loss=0  P(node) =0.0002866699
    class counts:     3     0
   probabilities: 1.000 0.000 

Node number 16381: 14 observations,    complexity param=0.0001063603
  predicted class=open    expected loss=0.07142857  P(node) =0.001337793
    class counts:     1    13
   probabilities: 0.071 0.929 
  left son=32762 (2 obs) right son=32763 (12 obs)
  Primary splits:
      c8 < 4076.267 to the right, improve=0.8571429, (0 missing)
      c9 < 4196.962 to the left,  improve=0.8571429, (0 missing)
      c4 < 4626.886 to the left,  improve=0.5238095, (0 missing)
      c6 < 4356.275 to the right, improve=0.3571429, (0 missing)
      c7 < 4237.627 to the right, improve=0.3571429, (0 missing)
  Surrogate splits:
      c4 < 4626.886 to the left,  agree=0.929, adj=0.5, (0 split)

Node number 16382: 110 observations,    complexity param=0.0001595405
  predicted class=open    expected loss=0.07272727  P(node) =0.01051123
    class counts:     8   102
   probabilities: 0.073 0.927 
  left son=32764 (1 obs) right son=32765 (109 obs)
  Primary splits:
      c10 < 4619.747 to the left,  improve=1.7354460, (0 missing)
      c13 < 4266.646 to the left,  improve=1.1767890, (0 missing)
      c6  < 4330.877 to the left,  improve=0.8620047, (0 missing)
      c2  < 4245.028 to the left,  improve=0.7437710, (0 missing)
      c11 < 4225.37  to the right, improve=0.7437710, (0 missing)

Node number 16383: 293 observations,    complexity param=0.0001063603
  predicted class=open    expected loss=0.01023891  P(node) =0.02799809
    class counts:     3   290
   probabilities: 0.010 0.990 
  left son=32766 (3 obs) right son=32767 (290 obs)
  Primary splits:
      c15 < 4629.583 to the right, improve=0.63281940, (0 missing)
      c11 < 4213.332 to the right, improve=0.20426470, (0 missing)
      c13 < 4288.362 to the right, improve=0.14875350, (0 missing)
      c2  < 4274.236 to the right, improve=0.11009750, (0 missing)
      c9  < 4198.508 to the left,  improve=0.08856655, (0 missing)

Node number 20482: 5 observations
  predicted class=closed  expected loss=0  P(node) =0.0004777831
    class counts:     5     0
   probabilities: 1.000 0.000 

Node number 20483: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 20494: 7 observations,    complexity param=0.0002481741
  predicted class=closed  expected loss=0.2857143  P(node) =0.0006688963
    class counts:     5     2
   probabilities: 0.714 0.286 
  left son=40988 (5 obs) right son=40989 (2 obs)
  Primary splits:
      c6  < 4366.466 to the right, improve=2.857143, (0 missing)
      c1  < 4327.925 to the right, improve=1.523810, (0 missing)
      c4  < 4646.626 to the right, improve=1.523810, (0 missing)
      c5  < 4139.219 to the right, improve=1.523810, (0 missing)
      c11 < 4219.908 to the left,  improve=1.523810, (0 missing)
  Surrogate splits:
      c1  < 4327.925 to the right, agree=0.857, adj=0.5, (0 split)
      c4  < 4646.626 to the right, agree=0.857, adj=0.5, (0 split)
      c5  < 4139.219 to the right, agree=0.857, adj=0.5, (0 split)
      c11 < 4219.908 to the left,  agree=0.857, adj=0.5, (0 split)
      c13 < 4296.56  to the right, agree=0.857, adj=0.5, (0 split)

Node number 20495: 7 observations
  predicted class=open    expected loss=0  P(node) =0.0006688963
    class counts:     0     7
   probabilities: 0.000 1.000 

Node number 22530: 19 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.05263158  P(node) =0.001815576
    class counts:    18     1
   probabilities: 0.947 0.053 
  left son=45060 (18 obs) right son=45061 (1 obs)
  Primary splits:
      c3  < 4013.056 to the left,  improve=1.8947370, (0 missing)
      c8  < 4074.657 to the right, improve=1.8947370, (0 missing)
      c16 < 4365.014 to the right, improve=1.8947370, (0 missing)
      c1  < 4307.061 to the right, improve=0.3947368, (0 missing)
      c9  < 4200.023 to the left,  improve=0.2947368, (0 missing)

Node number 22531: 3 observations
  predicted class=open    expected loss=0  P(node) =0.0002866699
    class counts:     0     3
   probabilities: 0.000 1.000 

Node number 22560: 100 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.06  P(node) =0.009555662
    class counts:    94     6
   probabilities: 0.940 0.060 
  left son=45120 (99 obs) right son=45121 (1 obs)
  Primary splits:
      c9  < 4177.187 to the right, improve=1.7850510, (0 missing)
      c4  < 4615.622 to the left,  improve=1.2800000, (0 missing)
      c12 < 4231.733 to the left,  improve=0.6917647, (0 missing)
      c2  < 4266.278 to the right, improve=0.6278261, (0 missing)
      c11 < 4219.849 to the left,  improve=0.4961243, (0 missing)

Node number 22561: 5 observations,    complexity param=0.000319081
  predicted class=open    expected loss=0.4  P(node) =0.0004777831
    class counts:     2     3
   probabilities: 0.400 0.600 
  left son=45122 (2 obs) right son=45123 (3 obs)
  Primary splits:
      c7  < 4246.396 to the right, improve=2.4, (0 missing)
      c10 < 4621.55  to the left,  improve=2.4, (0 missing)
      c12 < 4239.037 to the right, improve=2.4, (0 missing)
      c13 < 4296.561 to the right, improve=2.4, (0 missing)
      c16 < 4382.447 to the right, improve=2.4, (0 missing)
  Surrogate splits:
      c10 < 4621.55  to the left,  agree=1.0, adj=1.0, (0 split)
      c12 < 4239.037 to the right, agree=1.0, adj=1.0, (0 split)
      c13 < 4296.561 to the right, agree=1.0, adj=1.0, (0 split)
      c16 < 4382.447 to the right, agree=1.0, adj=1.0, (0 split)
      c1  < 4311.453 to the right, agree=0.8, adj=0.5, (0 split)

Node number 22562: 40 observations,    complexity param=0.0003545345
  predicted class=closed  expected loss=0.2  P(node) =0.003822265
    class counts:    32     8
   probabilities: 0.800 0.200 
  left son=45124 (38 obs) right son=45125 (2 obs)
  Primary splits:
      c10 < 4597.184 to the right, improve=2.694737, (0 missing)
      c3  < 3997.394 to the right, improve=2.688889, (0 missing)
      c15 < 4612.925 to the right, improve=2.618182, (0 missing)
      c12 < 4215.558 to the right, improve=1.966144, (0 missing)
      c16 < 4365.557 to the right, improve=1.412613, (0 missing)

Node number 22563: 14 observations,    complexity param=0.0003545345
  predicted class=open    expected loss=0.4285714  P(node) =0.001337793
    class counts:     6     8
   probabilities: 0.429 0.571 
  left son=45126 (3 obs) right son=45127 (11 obs)
  Primary splits:
      c1  < 4309.602 to the left,  improve=2.493506, (0 missing)
      c12 < 4263.885 to the right, improve=2.493506, (0 missing)
      c2  < 4271.578 to the left,  improve=2.146032, (0 missing)
      c9  < 4205.791 to the right, improve=2.146032, (0 missing)
      c3  < 4012.149 to the left,  improve=2.057143, (0 missing)
  Surrogate splits:
      c8  < 4057.307 to the left,  agree=0.857, adj=0.333, (0 split)
      c11 < 4203.109 to the left,  agree=0.857, adj=0.333, (0 split)
      c12 < 4263.885 to the right, agree=0.857, adj=0.333, (0 split)
      c16 < 4367.19  to the left,  agree=0.857, adj=0.333, (0 split)

Node number 22566: 2 observations
  predicted class=closed  expected loss=0  P(node) =0.0001911132
    class counts:     2     0
   probabilities: 1.000 0.000 

Node number 22567: 7 observations
  predicted class=open    expected loss=0  P(node) =0.0006688963
    class counts:     0     7
   probabilities: 0.000 1.000 

Node number 22572: 28 observations,    complexity param=0.0004254414
  predicted class=closed  expected loss=0.1428571  P(node) =0.002675585
    class counts:    24     4
   probabilities: 0.857 0.143 
  left son=45144 (26 obs) right son=45145 (2 obs)
  Primary splits:
      c10 < 4597.055 to the right, improve=3.164835, (0 missing)
      c1  < 4319.647 to the left,  improve=1.523810, (0 missing)
      c2  < 4264.479 to the left,  improve=1.523810, (0 missing)
      c6  < 4317.75  to the right, improve=1.523810, (0 missing)
      c9  < 4181.243 to the right, improve=1.523810, (0 missing)

Node number 22573: 9 observations,    complexity param=0.0004254414
  predicted class=open    expected loss=0.2222222  P(node) =0.0008600096
    class counts:     2     7
   probabilities: 0.222 0.778 
  left son=45146 (2 obs) right son=45147 (7 obs)
  Primary splits:
      c1  < 4308.137 to the left,  improve=3.111111, (0 missing)
      c2  < 4261.668 to the right, improve=3.111111, (0 missing)
      c5  < 4126.772 to the right, improve=3.111111, (0 missing)
      c8  < 4059.259 to the left,  improve=3.111111, (0 missing)
      c15 < 4602.684 to the left,  improve=1.777778, (0 missing)
  Surrogate splits:
      c2  < 4261.668 to the right, agree=1.000, adj=1.0, (0 split)
      c5  < 4126.772 to the right, agree=1.000, adj=1.0, (0 split)
      c8  < 4059.259 to the left,  agree=1.000, adj=1.0, (0 split)
      c15 < 4602.684 to the left,  agree=0.889, adj=0.5, (0 split)

Node number 22574: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 22575: 17 observations,    complexity param=0.0001063603
  predicted class=open    expected loss=0.05882353  P(node) =0.001624462
    class counts:     1    16
   probabilities: 0.059 0.941 
  left son=45150 (2 obs) right son=45151 (15 obs)
  Primary splits:
      c3  < 3997.248 to the left,  improve=0.8823529, (0 missing)
      c5  < 4110.553 to the left,  improve=0.8823529, (0 missing)
      c8  < 4060.052 to the left,  improve=0.5490196, (0 missing)
      c13 < 4290.941 to the right, improve=0.5490196, (0 missing)
      c9  < 4207.663 to the right, improve=0.3823529, (0 missing)
  Surrogate splits:
      c5  < 4112.051 to the left,  agree=0.941, adj=0.5, (0 split)
      c13 < 4290.941 to the right, agree=0.941, adj=0.5, (0 split)

Node number 22592: 52 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.05769231  P(node) =0.004968944
    class counts:    49     3
   probabilities: 0.942 0.058 
  left son=45184 (38 obs) right son=45185 (14 obs)
  Primary splits:
      c11 < 4190.504 to the right, improve=0.9395604, (0 missing)
      c12 < 4215.316 to the right, improve=0.8411477, (0 missing)
      c3  < 4019.128 to the left,  improve=0.8138462, (0 missing)
      c10 < 4589.196 to the right, improve=0.8138462, (0 missing)
      c13 < 4273.571 to the right, improve=0.7788462, (0 missing)
  Surrogate splits:
      c2  < 4246.706 to the right, agree=0.827, adj=0.357, (0 split)
      c10 < 4597.909 to the right, agree=0.808, adj=0.286, (0 split)
      c12 < 4216.889 to the right, agree=0.788, adj=0.214, (0 split)
      c16 < 4375.46  to the left,  agree=0.788, adj=0.214, (0 split)
      c6  < 4314.716 to the right, agree=0.769, adj=0.143, (0 split)

Node number 22593: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 22598: 2 observations,    complexity param=0.0001063603
  predicted class=closed  expected loss=0.5  P(node) =0.0001911132
    class counts:     1     1
   probabilities: 0.500 0.500 
  left son=45196 (1 obs) right son=45197 (1 obs)
  Primary splits:
      c1 < 4293.706 to the right, improve=1, (0 missing)
      c2 < 4263.669 to the left,  improve=1, (0 missing)
      c3 < 4005.817 to the right, improve=1, (0 missing)
      c4 < 4608.079 to the left,  improve=1, (0 missing)
      c5 < 4122.538 to the left,  improve=1, (0 missing)

Node number 22599: 6 observations
  predicted class=open    expected loss=0  P(node) =0.0005733397
    class counts:     0     6
   probabilities: 0.000 1.000 

Node number 22602: 5 observations
  predicted class=closed  expected loss=0  P(node) =0.0004777831
    class counts:     5     0
   probabilities: 1.000 0.000 

Node number 22603: 15 observations,    complexity param=0.0005318017
  predicted class=open    expected loss=0.3333333  P(node) =0.001433349
    class counts:     5    10
   probabilities: 0.333 0.667 
  left son=45206 (7 obs) right son=45207 (8 obs)
  Primary splits:
      c4 < 4614.781 to the right, improve=3.809524, (0 missing)
      c6 < 4343.884 to the right, improve=2.222222, (0 missing)
      c8 < 4070.698 to the right, improve=2.222222, (0 missing)
      c5 < 4123.97  to the right, improve=2.051282, (0 missing)
      c9 < 4190.118 to the left,  improve=2.051282, (0 missing)
  Surrogate splits:
      c3  < 3996.571 to the right, agree=0.800, adj=0.571, (0 split)
      c8  < 4067.256 to the right, agree=0.733, adj=0.429, (0 split)
      c11 < 4209.962 to the right, agree=0.733, adj=0.429, (0 split)
      c13 < 4278.233 to the right, agree=0.733, adj=0.429, (0 split)
      c1  < 4291.811 to the right, agree=0.667, adj=0.286, (0 split)

Node number 22604: 3 observations
  predicted class=closed  expected loss=0  P(node) =0.0002866699
    class counts:     3     0
   probabilities: 1.000 0.000 

Node number 22605: 2 observations
  predicted class=open    expected loss=0  P(node) =0.0001911132
    class counts:     0     2
   probabilities: 0.000 1.000 

Node number 22984: 8 observations
  predicted class=closed  expected loss=0  P(node) =0.0007644529
    class counts:     8     0
   probabilities: 1.000 0.000 

Node number 22985: 3 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.3333333  P(node) =0.0002866699
    class counts:     1     2
   probabilities: 0.333 0.667 
  left son=45970 (1 obs) right son=45971 (2 obs)
  Primary splits:
      c3 < 4024.925 to the left,  improve=1.333333, (0 missing)
      c4 < 4614.722 to the right, improve=1.333333, (0 missing)
      c5 < 4138.504 to the right, improve=1.333333, (0 missing)
      c6 < 4345.015 to the left,  improve=1.333333, (0 missing)
      c7 < 4242.597 to the right, improve=1.333333, (0 missing)

Node number 23016: 28 observations,    complexity param=0.0004254414
  predicted class=closed  expected loss=0.3928571  P(node) =0.002675585
    class counts:    17    11
   probabilities: 0.607 0.393 
  left son=46032 (5 obs) right son=46033 (23 obs)
  Primary splits:
      c3  < 4025.949 to the left,  improve=1.878882, (0 missing)
      c2  < 4277.275 to the right, improve=1.785714, (0 missing)
      c10 < 4585.86  to the right, improve=1.587912, (0 missing)
      c15 < 4688.177 to the left,  improve=1.587912, (0 missing)
      c7  < 4213.77  to the left,  improve=1.440476, (0 missing)
  Surrogate splits:
      c7 < 4240.7   to the right, agree=0.893, adj=0.4, (0 split)
      c9 < 4207.725 to the right, agree=0.893, adj=0.4, (0 split)

Node number 23017: 7 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.1428571  P(node) =0.0006688963
    class counts:     1     6
   probabilities: 0.143 0.857 
  left son=46034 (1 obs) right son=46035 (6 obs)
  Primary splits:
      c3  < 4049.301 to the right, improve=1.7142860, (0 missing)
      c9  < 4217.843 to the right, improve=1.7142860, (0 missing)
      c10 < 4625.354 to the right, improve=1.7142860, (0 missing)
      c12 < 4183.788 to the left,  improve=1.7142860, (0 missing)
      c4  < 4602.385 to the left,  improve=0.7142857, (0 missing)

Node number 23018: 2 observations
  predicted class=closed  expected loss=0  P(node) =0.0001911132
    class counts:     2     0
   probabilities: 1.000 0.000 

Node number 23019: 13 observations
  predicted class=open    expected loss=0  P(node) =0.001242236
    class counts:     0    13
   probabilities: 0.000 1.000 

Node number 23034: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 23035: 10 observations
  predicted class=open    expected loss=0  P(node) =0.0009555662
    class counts:     0    10
   probabilities: 0.000 1.000 

Node number 23036: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 23037: 3 observations
  predicted class=open    expected loss=0  P(node) =0.0002866699
    class counts:     0     3
   probabilities: 0.000 1.000 

Node number 23296: 77 observations,    complexity param=0.000319081
  predicted class=closed  expected loss=0.1168831  P(node) =0.00735786
    class counts:    68     9
   probabilities: 0.883 0.117 
  left son=46592 (64 obs) right son=46593 (13 obs)
  Primary splits:
      c10 < 4619.499 to the right, improve=2.242258, (0 missing)
      c6  < 4350.001 to the left,  improve=1.811893, (0 missing)
      c7  < 4225.302 to the right, improve=1.580314, (0 missing)
      c5  < 4150.887 to the left,  improve=1.496104, (0 missing)
      c13 < 4294.871 to the left,  improve=1.332001, (0 missing)
  Surrogate splits:
      c4 < 4617.303 to the right, agree=0.857, adj=0.154, (0 split)
      c1 < 4296.875 to the right, agree=0.844, adj=0.077, (0 split)
      c3 < 4036.727 to the left,  agree=0.844, adj=0.077, (0 split)
      c9 < 4212.244 to the right, agree=0.844, adj=0.077, (0 split)

Node number 23297: 160 observations,    complexity param=0.0006381621
  predicted class=closed  expected loss=0.33125  P(node) =0.01528906
    class counts:   107    53
   probabilities: 0.669 0.331 
  left son=46594 (154 obs) right son=46595 (6 obs)
  Primary splits:
      c15 < 4633.467 to the left,  improve=5.575812, (0 missing)
      c4  < 4625.019 to the left,  improve=5.203157, (0 missing)
      c1  < 4289.326 to the right, improve=3.669551, (0 missing)
      c2  < 4285.657 to the right, improve=3.616071, (0 missing)
      c12 < 4217.998 to the right, improve=3.588217, (0 missing)
  Surrogate splits:
      c3 < 4003.905 to the right, agree=0.975, adj=0.333, (0 split)

Node number 23298: 5 observations
  predicted class=closed  expected loss=0  P(node) =0.0004777831
    class counts:     5     0
   probabilities: 1.000 0.000 

Node number 23299: 20 observations,    complexity param=0.000319081
  predicted class=open    expected loss=0.2  P(node) =0.001911132
    class counts:     4    16
   probabilities: 0.200 0.800 
  left son=46598 (5 obs) right son=46599 (15 obs)
  Primary splits:
      c7  < 4247.363 to the right, improve=2.133333, (0 missing)
      c10 < 4625.402 to the right, improve=1.600000, (0 missing)
      c15 < 4614.06  to the left,  improve=1.542857, (0 missing)
      c9  < 4216.014 to the right, improve=1.542857, (0 missing)
      c6  < 4353.504 to the right, improve=1.537255, (0 missing)
  Surrogate splits:
      c6  < 4353.504 to the right, agree=0.90, adj=0.6, (0 split)
      c10 < 4632.363 to the right, agree=0.85, adj=0.4, (0 split)
      c3  < 3992.211 to the left,  agree=0.80, adj=0.2, (0 split)
      c5  < 4136.888 to the right, agree=0.80, adj=0.2, (0 split)
      c8  < 4063.859 to the left,  agree=0.80, adj=0.2, (0 split)

Node number 23302: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 23303: 15 observations
  predicted class=open    expected loss=0  P(node) =0.001433349
    class counts:     0    15
   probabilities: 0.000 1.000 

Node number 23320: 11 observations
  predicted class=closed  expected loss=0  P(node) =0.001051123
    class counts:    11     0
   probabilities: 1.000 0.000 

Node number 23321: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 23324: 4 observations
  predicted class=closed  expected loss=0  P(node) =0.0003822265
    class counts:     4     0
   probabilities: 1.000 0.000 

Node number 23325: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 23326: 10 observations,    complexity param=0.0004254414
  predicted class=closed  expected loss=0.5  P(node) =0.0009555662
    class counts:     5     5
   probabilities: 0.500 0.500 
  left son=46652 (6 obs) right son=46653 (4 obs)
  Primary splits:
      c1  < 4300.705 to the right, improve=3.333333, (0 missing)
      c4  < 4634.495 to the right, improve=3.333333, (0 missing)
      c8  < 4071.156 to the right, improve=3.333333, (0 missing)
      c10 < 4619.117 to the left,  improve=2.142857, (0 missing)
      c9  < 4201.428 to the left,  improve=1.800000, (0 missing)
  Surrogate splits:
      c4  < 4633.935 to the right, agree=0.9, adj=0.75, (0 split)
      c2  < 4268.411 to the right, agree=0.8, adj=0.50, (0 split)
      c7  < 4231.338 to the right, agree=0.8, adj=0.50, (0 split)
      c8  < 4060.056 to the right, agree=0.8, adj=0.50, (0 split)
      c11 < 4188.32  to the right, agree=0.8, adj=0.50, (0 split)

Node number 23327: 66 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.07575758  P(node) =0.006306737
    class counts:     5    61
   probabilities: 0.076 0.924 
  left son=46654 (1 obs) right son=46655 (65 obs)
  Primary splits:
      c6  < 4368.711 to the right, improve=1.7347320, (0 missing)
      c9  < 4211.891 to the right, improve=1.0942760, (0 missing)
      c4  < 4633.475 to the left,  improve=0.8757576, (0 missing)
      c15 < 4602.179 to the left,  improve=0.7424242, (0 missing)
      c1  < 4311.192 to the left,  improve=0.4788915, (0 missing)

Node number 23328: 26 observations
  predicted class=closed  expected loss=0  P(node) =0.002484472
    class counts:    26     0
   probabilities: 1.000 0.000 

Node number 23329: 3 observations,    complexity param=0.0001063603
  predicted class=closed  expected loss=0.3333333  P(node) =0.0002866699
    class counts:     2     1
   probabilities: 0.667 0.333 
  left son=46658 (2 obs) right son=46659 (1 obs)
  Primary splits:
      c1 < 4318.78  to the right, improve=1.333333, (0 missing)
      c2 < 4266.985 to the right, improve=1.333333, (0 missing)
      c3 < 3996.516 to the right, improve=1.333333, (0 missing)
      c4 < 4628.766 to the left,  improve=1.333333, (0 missing)
      c5 < 4114.281 to the right, improve=1.333333, (0 missing)

Node number 23336: 15 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.06666667  P(node) =0.001433349
    class counts:    14     1
   probabilities: 0.933 0.067 
  left son=46672 (14 obs) right son=46673 (1 obs)
  Primary splits:
      c2  < 4263.828 to the right, improve=1.8666670, (0 missing)
      c7  < 4222.792 to the right, improve=1.8666670, (0 missing)
      c9  < 4190.744 to the right, improve=1.8666670, (0 missing)
      c16 < 4366.694 to the right, improve=1.8666670, (0 missing)
      c3  < 4009.181 to the right, improve=0.8666667, (0 missing)

Node number 23337: 6 observations,    complexity param=0.0004254414
  predicted class=open    expected loss=0.3333333  P(node) =0.0005733397
    class counts:     2     4
   probabilities: 0.333 0.667 
  left son=46674 (2 obs) right son=46675 (4 obs)
  Primary splits:
      c3  < 4024.919 to the right, improve=2.666667, (0 missing)
      c12 < 4226.065 to the left,  improve=2.666667, (0 missing)
      c13 < 4280.581 to the left,  improve=1.333333, (0 missing)
      c16 < 4369.191 to the left,  improve=1.333333, (0 missing)
      c5  < 4121.834 to the right, improve=1.066667, (0 missing)
  Surrogate splits:
      c12 < 4226.065 to the left,  agree=1.000, adj=1.0, (0 split)
      c13 < 4280.581 to the left,  agree=0.833, adj=0.5, (0 split)
      c16 < 4369.191 to the left,  agree=0.833, adj=0.5, (0 split)

Node number 23338: 2 observations
  predicted class=closed  expected loss=0  P(node) =0.0001911132
    class counts:     2     0
   probabilities: 1.000 0.000 

Node number 23339: 19 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.05263158  P(node) =0.001815576
    class counts:     1    18
   probabilities: 0.053 0.947 
  left son=46678 (1 obs) right son=46679 (18 obs)
  Primary splits:
      c6 < 4359.725 to the right, improve=1.8947370, (0 missing)
      c8 < 4095.111 to the right, improve=1.8947370, (0 missing)
      c1 < 4310.895 to the left,  improve=0.8947368, (0 missing)
      c5 < 4122.248 to the right, improve=0.8947368, (0 missing)
      c7 < 4227.369 to the left,  improve=0.8947368, (0 missing)

Node number 23344: 27 observations,    complexity param=0.0005318017
  predicted class=closed  expected loss=0.2222222  P(node) =0.002580029
    class counts:    21     6
   probabilities: 0.778 0.222 
  left son=46688 (18 obs) right son=46689 (9 obs)
  Primary splits:
      c10 < 4609.176 to the right, improve=3.000000, (0 missing)
      c16 < 4378.793 to the left,  improve=2.613333, (0 missing)
      c12 < 4223.559 to the right, improve=1.633333, (0 missing)
      c3  < 4005.108 to the right, improve=1.333333, (0 missing)
      c6  < 4342.115 to the right, improve=1.333333, (0 missing)
  Surrogate splits:
      c9  < 4188.857 to the right, agree=0.778, adj=0.333, (0 split)
      c12 < 4214.938 to the right, agree=0.778, adj=0.333, (0 split)
      c2  < 4265.338 to the right, agree=0.741, adj=0.222, (0 split)
      c4  < 4617.606 to the right, agree=0.741, adj=0.222, (0 split)
      c16 < 4378.793 to the left,  agree=0.741, adj=0.222, (0 split)

Node number 23345: 3 observations
  predicted class=open    expected loss=0  P(node) =0.0002866699
    class counts:     0     3
   probabilities: 0.000 1.000 

Node number 23348: 3 observations
  predicted class=closed  expected loss=0  P(node) =0.0002866699
    class counts:     3     0
   probabilities: 1.000 0.000 

Node number 23349: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 23350: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 23351: 17 observations
  predicted class=open    expected loss=0  P(node) =0.001624462
    class counts:     0    17
   probabilities: 0.000 1.000 

Node number 23354: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 23355: 5 observations
  predicted class=open    expected loss=0  P(node) =0.0004777831
    class counts:     0     5
   probabilities: 0.000 1.000 

Node number 23358: 3 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.3333333  P(node) =0.0002866699
    class counts:     2     1
   probabilities: 0.667 0.333 
  left son=46716 (2 obs) right son=46717 (1 obs)
  Primary splits:
      c2 < 4263.994 to the left,  improve=1.333333, (0 missing)
      c3 < 3989.477 to the right, improve=1.333333, (0 missing)
      c4 < 4620.182 to the right, improve=1.333333, (0 missing)
      c5 < 4108.551 to the right, improve=1.333333, (0 missing)
      c6 < 4329.317 to the right, improve=1.333333, (0 missing)

Node number 23359: 119 observations,    complexity param=0.000273498
  predicted class=open    expected loss=0.1092437  P(node) =0.01137124
    class counts:    13   106
   probabilities: 0.109 0.891 
  left son=46718 (1 obs) right son=46719 (118 obs)
  Primary splits:
      c11 < 4232.29  to the right, improve=1.600342, (0 missing)
      c15 < 4637.607 to the right, improve=1.600342, (0 missing)
      c3  < 4009.417 to the right, improve=1.432391, (0 missing)
      c9  < 4201.794 to the left,  improve=1.432391, (0 missing)
      c13 < 4262.603 to the left,  improve=1.264012, (0 missing)

Node number 23388: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 23389: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 23390: 4 observations,    complexity param=0.0001063603
  predicted class=open    expected loss=0.25  P(node) =0.0003822265
    class counts:     1     3
   probabilities: 0.250 0.750 
  left son=46780 (1 obs) right son=46781 (3 obs)
  Primary splits:
      c3 < 4010.667 to the left,  improve=1.5, (0 missing)
      c5 < 4128.525 to the right, improve=1.5, (0 missing)
      c6 < 4351.716 to the right, improve=1.5, (0 missing)
      c7 < 4248.758 to the right, improve=1.5, (0 missing)
      c9 < 4207.151 to the right, improve=1.5, (0 missing)

Node number 23391: 41 observations
  predicted class=open    expected loss=0  P(node) =0.003917821
    class counts:     0    41
   probabilities: 0.000 1.000 

Node number 23416: 2 observations
  predicted class=closed  expected loss=0  P(node) =0.0001911132
    class counts:     2     0
   probabilities: 1.000 0.000 

Node number 23417: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 23520: 18 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.05555556  P(node) =0.001720019
    class counts:    17     1
   probabilities: 0.944 0.056 
  left son=47040 (17 obs) right son=47041 (1 obs)
  Primary splits:
      c7  < 4261.052 to the left,  improve=1.8888890, (0 missing)
      c3  < 4021.493 to the left,  improve=0.8888889, (0 missing)
      c6  < 4356.615 to the left,  improve=0.8888889, (0 missing)
      c12 < 4227.186 to the right, improve=0.8888889, (0 missing)
      c1  < 4316.025 to the left,  improve=0.5555556, (0 missing)

Node number 23521: 3 observations
  predicted class=open    expected loss=0  P(node) =0.0002866699
    class counts:     0     3
   probabilities: 0.000 1.000 

Node number 23522: 2 observations
  predicted class=closed  expected loss=0  P(node) =0.0001911132
    class counts:     2     0
   probabilities: 1.000 0.000 

Node number 23523: 10 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.1  P(node) =0.0009555662
    class counts:     1     9
   probabilities: 0.100 0.900 
  left son=47046 (1 obs) right son=47047 (9 obs)
  Primary splits:
      c15 < 4583.962 to the left,  improve=1.8, (0 missing)
      c16 < 4371.763 to the right, improve=1.8, (0 missing)
      c8  < 4055.084 to the left,  improve=0.8, (0 missing)
      c11 < 4191.084 to the left,  improve=0.8, (0 missing)
      c12 < 4240.761 to the right, improve=0.8, (0 missing)

Node number 23524: 3 observations
  predicted class=closed  expected loss=0  P(node) =0.0002866699
    class counts:     3     0
   probabilities: 1.000 0.000 

Node number 23525: 3 observations
  predicted class=open    expected loss=0  P(node) =0.0002866699
    class counts:     0     3
   probabilities: 0.000 1.000 

Node number 23532: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 23533: 2 observations
  predicted class=open    expected loss=0  P(node) =0.0001911132
    class counts:     0     2
   probabilities: 0.000 1.000 

Node number 23538: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 23539: 2 observations
  predicted class=open    expected loss=0  P(node) =0.0001911132
    class counts:     0     2
   probabilities: 0.000 1.000 

Node number 23546: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 23547: 11 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.09090909  P(node) =0.001051123
    class counts:     1    10
   probabilities: 0.091 0.909 
  left son=47094 (1 obs) right son=47095 (10 obs)
  Primary splits:
      c4 < 4635.073 to the right, improve=1.8181820, (0 missing)
      c1 < 4291.385 to the left,  improve=0.8181818, (0 missing)
      c5 < 4108.095 to the left,  improve=0.8181818, (0 missing)
      c7 < 4241.709 to the right, improve=0.8181818, (0 missing)
      c8 < 4058.89  to the left,  improve=0.8181818, (0 missing)

Node number 23550: 5 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.4  P(node) =0.0004777831
    class counts:     2     3
   probabilities: 0.400 0.600 
  left son=47100 (2 obs) right son=47101 (3 obs)
  Primary splits:
      c3  < 4038.327 to the left,  improve=2.4, (0 missing)
      c6  < 4343.767 to the right, improve=2.4, (0 missing)
      c11 < 4206.302 to the right, improve=2.4, (0 missing)
      c13 < 4286.622 to the right, improve=2.4, (0 missing)
      c15 < 4608.164 to the right, improve=2.4, (0 missing)
  Surrogate splits:
      c6  < 4343.767 to the right, agree=1.0, adj=1.0, (0 split)
      c11 < 4206.302 to the right, agree=1.0, adj=1.0, (0 split)
      c13 < 4286.622 to the right, agree=1.0, adj=1.0, (0 split)
      c15 < 4608.164 to the right, agree=1.0, adj=1.0, (0 split)
      c1  < 4308.448 to the right, agree=0.8, adj=0.5, (0 split)

Node number 23551: 132 observations,    complexity param=0.0001063603
  predicted class=open    expected loss=0.02272727  P(node) =0.01261347
    class counts:     3   129
   probabilities: 0.023 0.977 
  left son=47102 (2 obs) right son=47103 (130 obs)
  Primary splits:
      c1  < 4325.777 to the right, improve=0.9251748, (0 missing)
      c9  < 4225.694 to the right, improve=0.9251748, (0 missing)
      c7  < 4219.338 to the left,  improve=0.5923185, (0 missing)
      c13 < 4277.673 to the left,  improve=0.5559441, (0 missing)
      c12 < 4209.661 to the left,  improve=0.3808777, (0 missing)

Node number 24316: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 24317: 7 observations
  predicted class=open    expected loss=0  P(node) =0.0006688963
    class counts:     0     7
   probabilities: 0.000 1.000 

Node number 24576: 168 observations
  predicted class=closed  expected loss=0  P(node) =0.01605351
    class counts:   168     0
   probabilities: 1.000 0.000 

Node number 24577: 8 observations,    complexity param=0.0001063603
  predicted class=closed  expected loss=0.125  P(node) =0.0007644529
    class counts:     7     1
   probabilities: 0.875 0.125 
  left son=49154 (7 obs) right son=49155 (1 obs)
  Primary splits:
      c2  < 4275.863 to the right, improve=1.75, (0 missing)
      c6  < 4330.03  to the left,  improve=1.75, (0 missing)
      c15 < 4597.571 to the left,  improve=1.75, (0 missing)
      c3  < 4006.919 to the left,  improve=0.75, (0 missing)
      c8  < 4050.607 to the left,  improve=0.75, (0 missing)

Node number 24578: 6 observations
  predicted class=closed  expected loss=0  P(node) =0.0005733397
    class counts:     6     0
   probabilities: 1.000 0.000 

Node number 24579: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 24580: 25 observations
  predicted class=closed  expected loss=0  P(node) =0.002388915
    class counts:    25     0
   probabilities: 1.000 0.000 

Node number 24581: 3 observations,    complexity param=0.0001063603
  predicted class=closed  expected loss=0.3333333  P(node) =0.0002866699
    class counts:     2     1
   probabilities: 0.667 0.333 
  left son=49162 (2 obs) right son=49163 (1 obs)
  Primary splits:
      c2 < 4264.118 to the left,  improve=1.333333, (0 missing)
      c3 < 3998.449 to the right, improve=1.333333, (0 missing)
      c5 < 4115.278 to the right, improve=1.333333, (0 missing)
      c7 < 4236.911 to the right, improve=1.333333, (0 missing)
      c8 < 4035.298 to the left,  improve=1.333333, (0 missing)

Node number 24582: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 24583: 2 observations
  predicted class=open    expected loss=0  P(node) =0.0001911132
    class counts:     0     2
   probabilities: 0.000 1.000 

Node number 24784: 34 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.05882353  P(node) =0.003248925
    class counts:    32     2
   probabilities: 0.941 0.059 
  left son=49568 (27 obs) right son=49569 (7 obs)
  Primary splits:
      c13 < 4265.768 to the right, improve=0.9075630, (0 missing)
      c3  < 4026.314 to the left,  improve=0.8272059, (0 missing)
      c11 < 4194.122 to the right, improve=0.7647059, (0 missing)
      c2  < 4241.743 to the right, improve=0.4958887, (0 missing)
      c15 < 4580.207 to the right, improve=0.4958887, (0 missing)
  Surrogate splits:
      c8  < 4035.707 to the right, agree=0.824, adj=0.143, (0 split)
      c15 < 4580.207 to the right, agree=0.824, adj=0.143, (0 split)
      c16 < 4344.685 to the right, agree=0.824, adj=0.143, (0 split)

Node number 24785: 7 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.4285714  P(node) =0.0006688963
    class counts:     4     3
   probabilities: 0.571 0.429 
  left son=49570 (3 obs) right son=49571 (4 obs)
  Primary splits:
      c2  < 4255.557 to the left,  improve=1.928571, (0 missing)
      c9  < 4196.351 to the left,  improve=1.928571, (0 missing)
      c10 < 4609.208 to the left,  improve=1.928571, (0 missing)
      c16 < 4349.61  to the left,  improve=1.928571, (0 missing)
      c5  < 4120.704 to the left,  improve=1.828571, (0 missing)
  Surrogate splits:
      c16 < 4349.61  to the left,  agree=1.000, adj=1.000, (0 split)
      c1  < 4279.229 to the left,  agree=0.857, adj=0.667, (0 split)
      c6  < 4330.028 to the left,  agree=0.857, adj=0.667, (0 split)
      c7  < 4230.379 to the left,  agree=0.857, adj=0.667, (0 split)
      c8  < 4047.418 to the right, agree=0.857, adj=0.667, (0 split)

Node number 24786: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 24787: 2 observations
  predicted class=open    expected loss=0  P(node) =0.0001911132
    class counts:     0     2
   probabilities: 0.000 1.000 

Node number 25186: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 25187: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 25224: 19 observations,    complexity param=0.0001063603
  predicted class=closed  expected loss=0.05263158  P(node) =0.001815576
    class counts:    18     1
   probabilities: 0.947 0.053 
  left son=50448 (16 obs) right son=50449 (3 obs)
  Primary splits:
      c12 < 4250.336 to the left,  improve=0.5614035, (0 missing)
      c13 < 4268.006 to the right, improve=0.5614035, (0 missing)
      c1  < 4276.861 to the right, improve=0.2947368, (0 missing)
      c4  < 4609.989 to the right, improve=0.2947368, (0 missing)
      c9  < 4191.353 to the right, improve=0.2280702, (0 missing)
  Surrogate splits:
      c2 < 4267.516 to the left,  agree=0.947, adj=0.667, (0 split)

Node number 25225: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 25736: 36 observations,    complexity param=0.0001063603
  predicted class=closed  expected loss=0.02777778  P(node) =0.003440038
    class counts:    35     1
   probabilities: 0.972 0.028 
  left son=51472 (34 obs) right son=51473 (2 obs)
  Primary splits:
      c12 < 4257.546 to the left,  improve=0.9444444, (0 missing)
      c4  < 4628.454 to the left,  improve=0.4444444, (0 missing)
      c8  < 4046.539 to the right, improve=0.4444444, (0 missing)
      c9  < 4184.629 to the right, improve=0.4444444, (0 missing)
      c6  < 4348.214 to the left,  improve=0.3444444, (0 missing)

Node number 25737: 6 observations,    complexity param=0.000319081
  predicted class=closed  expected loss=0.5  P(node) =0.0005733397
    class counts:     3     3
   probabilities: 0.500 0.500 
  left son=51474 (3 obs) right son=51475 (3 obs)
  Primary splits:
      c9  < 4206.819 to the right, improve=3.0, (0 missing)
      c10 < 4623.147 to the right, improve=3.0, (0 missing)
      c12 < 4235.256 to the right, improve=3.0, (0 missing)
      c1  < 4300.417 to the right, improve=1.5, (0 missing)
      c3  < 4012.24  to the right, improve=1.5, (0 missing)
  Surrogate splits:
      c10 < 4623.147 to the right, agree=1.000, adj=1.000, (0 split)
      c12 < 4235.256 to the right, agree=1.000, adj=1.000, (0 split)
      c1  < 4300.417 to the right, agree=0.833, adj=0.667, (0 split)
      c3  < 4012.24  to the right, agree=0.833, adj=0.667, (0 split)
      c4  < 4618.485 to the left,  agree=0.833, adj=0.667, (0 split)

Node number 25738: 2 observations
  predicted class=closed  expected loss=0  P(node) =0.0001911132
    class counts:     2     0
   probabilities: 1.000 0.000 

Node number 25739: 4 observations
  predicted class=open    expected loss=0  P(node) =0.0003822265
    class counts:     0     4
   probabilities: 0.000 1.000 

Node number 25740: 10 observations
  predicted class=closed  expected loss=0  P(node) =0.0009555662
    class counts:    10     0
   probabilities: 1.000 0.000 

Node number 25741: 2 observations
  predicted class=open    expected loss=0  P(node) =0.0001911132
    class counts:     0     2
   probabilities: 0.000 1.000 

Node number 25742: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 25743: 12 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.1666667  P(node) =0.001146679
    class counts:     2    10
   probabilities: 0.167 0.833 
  left son=51486 (1 obs) right son=51487 (11 obs)
  Primary splits:
      c5  < 4133.089 to the right, improve=1.5151520, (0 missing)
      c13 < 4284.985 to the right, improve=1.5151520, (0 missing)
      c8  < 4048.567 to the left,  improve=1.3333330, (0 missing)
      c7  < 4228.383 to the left,  improve=0.9333333, (0 missing)
      c6  < 4337.919 to the right, improve=0.6666667, (0 missing)

Node number 26576: 8 observations
  predicted class=closed  expected loss=0  P(node) =0.0007644529
    class counts:     8     0
   probabilities: 1.000 0.000 

Node number 26577: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 26578: 3 observations
  predicted class=closed  expected loss=0  P(node) =0.0002866699
    class counts:     3     0
   probabilities: 1.000 0.000 

Node number 26579: 7 observations
  predicted class=open    expected loss=0  P(node) =0.0006688963
    class counts:     0     7
   probabilities: 0.000 1.000 

Node number 26580: 4 observations
  predicted class=closed  expected loss=0  P(node) =0.0003822265
    class counts:     4     0
   probabilities: 1.000 0.000 

Node number 26581: 2 observations
  predicted class=open    expected loss=0  P(node) =0.0001911132
    class counts:     0     2
   probabilities: 0.000 1.000 

Node number 26582: 2 observations,    complexity param=0.0001063603
  predicted class=closed  expected loss=0.5  P(node) =0.0001911132
    class counts:     1     1
   probabilities: 0.500 0.500 
  left son=53164 (1 obs) right son=53165 (1 obs)
  Primary splits:
      c1 < 4289.764 to the right, improve=1, (0 missing)
      c2 < 4254.447 to the right, improve=1, (0 missing)
      c3 < 3987.908 to the right, improve=1, (0 missing)
      c4 < 4626.241 to the left,  improve=1, (0 missing)
      c5 < 4108.557 to the right, improve=1, (0 missing)

Node number 26583: 17 observations
  predicted class=open    expected loss=0  P(node) =0.001624462
    class counts:     0    17
   probabilities: 0.000 1.000 

Node number 26616: 3 observations
  predicted class=closed  expected loss=0  P(node) =0.0002866699
    class counts:     3     0
   probabilities: 1.000 0.000 

Node number 26617: 2 observations
  predicted class=open    expected loss=0  P(node) =0.0001911132
    class counts:     0     2
   probabilities: 0.000 1.000 

Node number 26618: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 26619: 40 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.075  P(node) =0.003822265
    class counts:     3    37
   probabilities: 0.075 0.925 
  left son=53238 (4 obs) right son=53239 (36 obs)
  Primary splits:
      c4  < 4614.458 to the left,  improve=1.6055560, (0 missing)
      c15 < 4588.212 to the left,  improve=1.6055560, (0 missing)
      c12 < 4204.236 to the left,  improve=0.7605263, (0 missing)
      c16 < 4337.353 to the left,  improve=0.7605263, (0 missing)
      c9  < 4204.658 to the right, improve=0.7534632, (0 missing)

Node number 27776: 47 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.106383  P(node) =0.004491161
    class counts:    42     5
   probabilities: 0.894 0.106 
  left son=55552 (44 obs) right son=55553 (3 obs)
  Primary splits:
      c12 < 4286.634 to the left,  improve=2.0119280, (0 missing)
      c5  < 4134.943 to the left,  improve=1.6318220, (0 missing)
      c16 < 4362.852 to the left,  improve=1.6318220, (0 missing)
      c15 < 4578.785 to the right, improve=0.9647416, (0 missing)
      c13 < 4259.69  to the left,  improve=0.8592471, (0 missing)

Node number 27777: 3 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.3333333  P(node) =0.0002866699
    class counts:     1     2
   probabilities: 0.333 0.667 
  left son=55554 (1 obs) right son=55555 (2 obs)
  Primary splits:
      c1 < 4289.851 to the right, improve=1.333333, (0 missing)
      c2 < 4261.074 to the left,  improve=1.333333, (0 missing)
      c3 < 4025.747 to the right, improve=1.333333, (0 missing)
      c4 < 4623.121 to the right, improve=1.333333, (0 missing)
      c5 < 4129.163 to the right, improve=1.333333, (0 missing)

Node number 27780: 7 observations
  predicted class=closed  expected loss=0  P(node) =0.0006688963
    class counts:     7     0
   probabilities: 1.000 0.000 

Node number 27781: 2 observations
  predicted class=open    expected loss=0  P(node) =0.0001911132
    class counts:     0     2
   probabilities: 0.000 1.000 

Node number 27782: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 27783: 7 observations
  predicted class=open    expected loss=0  P(node) =0.0006688963
    class counts:     0     7
   probabilities: 0.000 1.000 

Node number 27900: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 27901: 3 observations
  predicted class=open    expected loss=0  P(node) =0.0002866699
    class counts:     0     3
   probabilities: 0.000 1.000 

Node number 28024: 6 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.1666667  P(node) =0.0005733397
    class counts:     5     1
   probabilities: 0.833 0.167 
  left son=56048 (5 obs) right son=56049 (1 obs)
  Primary splits:
      c5  < 4092.757 to the right, improve=1.6666670, (0 missing)
      c10 < 4611.644 to the left,  improve=1.6666670, (0 missing)
      c12 < 4255.227 to the left,  improve=1.6666670, (0 missing)
      c16 < 4326.826 to the left,  improve=1.6666670, (0 missing)
      c3  < 3957.791 to the right, improve=0.6666667, (0 missing)

Node number 28025: 2 observations
  predicted class=open    expected loss=0  P(node) =0.0001911132
    class counts:     0     2
   probabilities: 0.000 1.000 

Node number 28030: 11 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.2727273  P(node) =0.001051123
    class counts:     3     8
   probabilities: 0.273 0.727 
  left son=56060 (5 obs) right son=56061 (6 obs)
  Primary splits:
      c2  < 4246.808 to the left,  improve=1.963636, (0 missing)
      c3  < 3978.181 to the left,  improve=1.963636, (0 missing)
      c4  < 4616.728 to the left,  improve=1.363636, (0 missing)
      c11 < 4193.484 to the left,  improve=1.363636, (0 missing)
      c16 < 4330.613 to the right, improve=1.363636, (0 missing)
  Surrogate splits:
      c3 < 3981.384 to the left,  agree=0.727, adj=0.4, (0 split)
      c4 < 4603.557 to the left,  agree=0.727, adj=0.4, (0 split)
      c5 < 4114.52  to the left,  agree=0.727, adj=0.4, (0 split)
      c6 < 4324.346 to the right, agree=0.727, adj=0.4, (0 split)
      c7 < 4209.655 to the left,  agree=0.727, adj=0.4, (0 split)

Node number 28031: 36 observations
  predicted class=open    expected loss=0  P(node) =0.003440038
    class counts:     0    36
   probabilities: 0.000 1.000 

Node number 28140: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 28141: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 28142: 4 observations,    complexity param=0.0001063603
  predicted class=open    expected loss=0.25  P(node) =0.0003822265
    class counts:     1     3
   probabilities: 0.250 0.750 
  left son=56284 (1 obs) right son=56285 (3 obs)
  Primary splits:
      c1  < 4287.056 to the right, improve=1.5, (0 missing)
      c5  < 4109.251 to the left,  improve=1.5, (0 missing)
      c7  < 4234.994 to the right, improve=1.5, (0 missing)
      c9  < 4200.661 to the right, improve=1.5, (0 missing)
      c10 < 4617.595 to the left,  improve=1.5, (0 missing)

Node number 28143: 21 observations
  predicted class=open    expected loss=0  P(node) =0.002006689
    class counts:     0    21
   probabilities: 0.000 1.000 

Node number 28992: 18 observations
  predicted class=closed  expected loss=0  P(node) =0.001720019
    class counts:    18     0
   probabilities: 1.000 0.000 

Node number 28993: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 29056: 161 observations,    complexity param=0.0003545345
  predicted class=closed  expected loss=0.1614907  P(node) =0.01538462
    class counts:   135    26
   probabilities: 0.839 0.161 
  left son=58112 (29 obs) right son=58113 (132 obs)
  Primary splits:
      c3  < 3962.883 to the left,  improve=1.844909, (0 missing)
      c9  < 4189.421 to the left,  improve=1.738403, (0 missing)
      c5  < 4090.721 to the left,  improve=1.692037, (0 missing)
      c6  < 4307.177 to the right, improve=1.414984, (0 missing)
      c10 < 4612.92  to the right, improve=1.187750, (0 missing)
  Surrogate splits:
      c15 < 4638.283 to the right, agree=0.839, adj=0.103, (0 split)
      c4  < 4615.309 to the right, agree=0.832, adj=0.069, (0 split)
      c7  < 4250.668 to the right, agree=0.832, adj=0.069, (0 split)
      c8  < 4084.333 to the right, agree=0.832, adj=0.069, (0 split)
      c11 < 4225.863 to the right, agree=0.832, adj=0.069, (0 split)

Node number 29057: 2 observations
  predicted class=open    expected loss=0  P(node) =0.0001911132
    class counts:     0     2
   probabilities: 0.000 1.000 

Node number 29058: 62 observations,    complexity param=0.0009572431
  predicted class=closed  expected loss=0.3225806  P(node) =0.00592451
    class counts:    42    20
   probabilities: 0.677 0.323 
  left son=58116 (45 obs) right son=58117 (17 obs)
  Primary splits:
      c8  < 4072.676 to the left,  improve=6.882395, (0 missing)
      c6  < 4329.622 to the right, improve=3.672436, (0 missing)
      c1  < 4290.207 to the left,  improve=2.274253, (0 missing)
      c12 < 4223.992 to the right, improve=2.003964, (0 missing)
      c11 < 4154.377 to the right, improve=1.896774, (0 missing)
  Surrogate splits:
      c4  < 4613.642 to the left,  agree=0.790, adj=0.235, (0 split)
      c3  < 3991.767 to the right, agree=0.774, adj=0.176, (0 split)
      c16 < 4335.532 to the right, agree=0.758, adj=0.118, (0 split)
      c10 < 4627.374 to the left,  agree=0.742, adj=0.059, (0 split)
      c12 < 4263.869 to the left,  agree=0.742, adj=0.059, (0 split)

Node number 29059: 9 observations
  predicted class=open    expected loss=0  P(node) =0.0008600096
    class counts:     0     9
   probabilities: 0.000 1.000 

Node number 29060: 35 observations,    complexity param=0.0004254414
  predicted class=closed  expected loss=0.1714286  P(node) =0.003344482
    class counts:    29     6
   probabilities: 0.829 0.171 
  left son=58120 (33 obs) right son=58121 (2 obs)
  Primary splits:
      c2  < 4253.342 to the right, improve=2.912554, (0 missing)
      c12 < 4197.847 to the right, improve=2.912554, (0 missing)
      c16 < 4338.051 to the right, improve=2.142857, (0 missing)
      c8  < 4064.207 to the left,  improve=1.732331, (0 missing)
      c11 < 4201.156 to the left,  improve=1.563547, (0 missing)

Node number 29061: 3 observations
  predicted class=open    expected loss=0  P(node) =0.0002866699
    class counts:     0     3
   probabilities: 0.000 1.000 

Node number 29062: 36 observations,    complexity param=0.0006381621
  predicted class=closed  expected loss=0.3333333  P(node) =0.003440038
    class counts:    24    12
   probabilities: 0.667 0.333 
  left son=58124 (23 obs) right son=58125 (13 obs)
  Primary splits:
      c13 < 4267.457 to the right, improve=3.237458, (0 missing)
      c5  < 4098.263 to the left,  improve=1.931034, (0 missing)
      c2  < 4273.935 to the left,  improve=1.882353, (0 missing)
      c3  < 3997.087 to the left,  improve=1.882353, (0 missing)
      c15 < 4607.905 to the left,  improve=1.882353, (0 missing)
  Surrogate splits:
      c11 < 4189.258 to the right, agree=0.806, adj=0.462, (0 split)
      c16 < 4347.116 to the right, agree=0.806, adj=0.462, (0 split)
      c12 < 4250.265 to the left,  agree=0.778, adj=0.385, (0 split)
      c15 < 4585.535 to the right, agree=0.750, adj=0.308, (0 split)
      c9  < 4186.969 to the right, agree=0.722, adj=0.231, (0 split)

Node number 29063: 111 observations,    complexity param=0.001382685
  predicted class=open    expected loss=0.3783784  P(node) =0.01060678
    class counts:    42    69
   probabilities: 0.378 0.622 
  left son=58126 (70 obs) right son=58127 (41 obs)
  Primary splits:
      c11 < 4201.906 to the left,  improve=4.366739, (0 missing)
      c9  < 4191.305 to the left,  improve=3.919314, (0 missing)
      c1  < 4288.314 to the right, improve=3.683822, (0 missing)
      c15 < 4623.622 to the right, improve=3.206870, (0 missing)
      c10 < 4599.262 to the left,  improve=3.124713, (0 missing)
  Surrogate splits:
      c15 < 4595.871 to the left,  agree=0.721, adj=0.244, (0 split)
      c13 < 4285.082 to the left,  agree=0.712, adj=0.220, (0 split)
      c7  < 4233.419 to the left,  agree=0.676, adj=0.122, (0 split)
      c6  < 4344.485 to the left,  agree=0.667, adj=0.098, (0 split)
      c9  < 4215.712 to the left,  agree=0.667, adj=0.098, (0 split)

Node number 29064: 11 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.09090909  P(node) =0.001051123
    class counts:    10     1
   probabilities: 0.909 0.091 
  left son=58128 (10 obs) right son=58129 (1 obs)
  Primary splits:
      c2  < 4241.04  to the right, improve=1.8181820, (0 missing)
      c10 < 4619.104 to the left,  improve=1.8181820, (0 missing)
      c1  < 4282.267 to the right, improve=0.8181818, (0 missing)
      c4  < 4596.611 to the right, improve=0.8181818, (0 missing)
      c13 < 4260.906 to the right, improve=0.8181818, (0 missing)

Node number 29065: 4 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.25  P(node) =0.0003822265
    class counts:     1     3
   probabilities: 0.250 0.750 
  left son=58130 (1 obs) right son=58131 (3 obs)
  Primary splits:
      c3 < 4016.435 to the right, improve=1.5, (0 missing)
      c4 < 4611.956 to the right, improve=1.5, (0 missing)
      c6 < 4342.935 to the right, improve=1.5, (0 missing)
      c7 < 4220.862 to the right, improve=1.5, (0 missing)
      c8 < 4058.079 to the right, improve=1.5, (0 missing)

Node number 29070: 5 observations,    complexity param=0.000319081
  predicted class=closed  expected loss=0.4  P(node) =0.0004777831
    class counts:     3     2
   probabilities: 0.600 0.400 
  left son=58140 (3 obs) right son=58141 (2 obs)
  Primary splits:
      c1 < 4303.515 to the left,  improve=2.400000, (0 missing)
      c6 < 4343.868 to the left,  improve=2.400000, (0 missing)
      c7 < 4240.453 to the left,  improve=2.400000, (0 missing)
      c3 < 4013.705 to the left,  improve=1.066667, (0 missing)
      c4 < 4613.708 to the left,  improve=1.066667, (0 missing)
  Surrogate splits:
      c6 < 4343.868 to the left,  agree=1.0, adj=1.0, (0 split)
      c7 < 4240.453 to the left,  agree=1.0, adj=1.0, (0 split)
      c3 < 4013.705 to the left,  agree=0.8, adj=0.5, (0 split)
      c4 < 4613.708 to the left,  agree=0.8, adj=0.5, (0 split)
      c8 < 4085.809 to the right, agree=0.8, adj=0.5, (0 split)

Node number 29071: 34 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.08823529  P(node) =0.003248925
    class counts:     3    31
   probabilities: 0.088 0.912 
  left son=58142 (3 obs) right son=58143 (31 obs)
  Primary splits:
      c7  < 4229.937 to the right, improve=2.2017710, (0 missing)
      c5  < 4111.287 to the right, improve=1.7130120, (0 missing)
      c6  < 4333.483 to the right, improve=1.1069520, (0 missing)
      c3  < 4020.489 to the right, improve=0.7205882, (0 missing)
      c10 < 4596.217 to the left,  improve=0.7205882, (0 missing)

Node number 29072: 28 observations
  predicted class=closed  expected loss=0  P(node) =0.002675585
    class counts:    28     0
   probabilities: 1.000 0.000 

Node number 29073: 3 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.3333333  P(node) =0.0002866699
    class counts:     1     2
   probabilities: 0.333 0.667 
  left son=58146 (1 obs) right son=58147 (2 obs)
  Primary splits:
      c4 < 4614.509 to the right, improve=1.333333, (0 missing)
      c5 < 4120.42  to the left,  improve=1.333333, (0 missing)
      c6 < 4346.838 to the right, improve=1.333333, (0 missing)
      c7 < 4217.968 to the left,  improve=1.333333, (0 missing)
      c8 < 4063.28  to the right, improve=1.333333, (0 missing)

Node number 29074: 11 observations
  predicted class=closed  expected loss=0  P(node) =0.001051123
    class counts:    11     0
   probabilities: 1.000 0.000 

Node number 29075: 109 observations,    complexity param=0.001010423
  predicted class=open    expected loss=0.4954128  P(node) =0.01041567
    class counts:    54    55
   probabilities: 0.495 0.505 
  left son=58150 (101 obs) right son=58151 (8 obs)
  Primary splits:
      c2  < 4274.297 to the left,  improve=4.237987, (0 missing)
      c9  < 4199.969 to the right, improve=3.911562, (0 missing)
      c16 < 4342.52  to the right, improve=3.444547, (0 missing)
      c10 < 4617.612 to the right, improve=3.342815, (0 missing)
      c1  < 4301.977 to the right, improve=3.079605, (0 missing)

Node number 29076: 13 observations,    complexity param=0.0004254414
  predicted class=closed  expected loss=0.2307692  P(node) =0.001242236
    class counts:    10     3
   probabilities: 0.769 0.231 
  left son=58152 (11 obs) right son=58153 (2 obs)
  Primary splits:
      c8  < 4057.834 to the right, improve=2.797203, (0 missing)
      c16 < 4343.632 to the right, improve=2.215385, (0 missing)
      c7  < 4217.161 to the right, improve=1.482051, (0 missing)
      c13 < 4260.233 to the right, improve=1.482051, (0 missing)
      c1  < 4283.327 to the left,  improve=1.282051, (0 missing)

Node number 29077: 6 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.1666667  P(node) =0.0005733397
    class counts:     1     5
   probabilities: 0.167 0.833 
  left son=58154 (1 obs) right son=58155 (5 obs)
  Primary splits:
      c2 < 4234.728 to the left,  improve=1.666667, (0 missing)
      c3 < 3981.783 to the left,  improve=1.666667, (0 missing)
      c5 < 4115.138 to the right, improve=1.666667, (0 missing)
      c6 < 4341.662 to the right, improve=1.666667, (0 missing)
      c8 < 4063.994 to the right, improve=1.666667, (0 missing)

Node number 29078: 2 observations
  predicted class=closed  expected loss=0  P(node) =0.0001911132
    class counts:     2     0
   probabilities: 1.000 0.000 

Node number 29079: 51 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.1568627  P(node) =0.004873387
    class counts:     8    43
   probabilities: 0.157 0.843 
  left son=58158 (3 obs) right son=58159 (48 obs)
  Primary splits:
      c7  < 4234.738 to the right, improve=1.656863, (0 missing)
      c6  < 4320.621 to the left,  improve=1.450196, (0 missing)
      c10 < 4627.606 to the right, improve=1.450196, (0 missing)
      c15 < 4619.044 to the right, improve=1.450196, (0 missing)
      c16 < 4362.361 to the right, improve=1.450196, (0 missing)

Node number 29080: 31 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.1935484  P(node) =0.002962255
    class counts:    25     6
   probabilities: 0.806 0.194 
  left son=58160 (28 obs) right son=58161 (3 obs)
  Primary splits:
      c8  < 4066.728 to the right, improve=1.4869430, (0 missing)
      c6  < 4330.889 to the right, improve=0.9865103, (0 missing)
      c5  < 4126.873 to the right, improve=0.9501466, (0 missing)
      c13 < 4276.661 to the right, improve=0.8078541, (0 missing)
      c7  < 4237.05  to the right, improve=0.7614530, (0 missing)

Node number 29081: 10 observations,    complexity param=0.0004254414
  predicted class=open    expected loss=0.3  P(node) =0.0009555662
    class counts:     3     7
   probabilities: 0.300 0.700 
  left son=58162 (4 obs) right son=58163 (6 obs)
  Primary splits:
      c9  < 4209.834 to the right, improve=2.70, (0 missing)
      c8  < 4083.213 to the right, improve=2.45, (0 missing)
      c16 < 4356.428 to the right, improve=2.45, (0 missing)
      c12 < 4229.715 to the right, improve=1.80, (0 missing)
      c13 < 4273.828 to the right, improve=1.80, (0 missing)
  Surrogate splits:
      c3  < 4005.483 to the right, agree=0.8, adj=0.5, (0 split)
      c4  < 4614.944 to the right, agree=0.8, adj=0.5, (0 split)
      c7  < 4238.138 to the right, agree=0.8, adj=0.5, (0 split)
      c8  < 4076.471 to the right, agree=0.8, adj=0.5, (0 split)
      c16 < 4356.428 to the right, agree=0.8, adj=0.5, (0 split)

Node number 29082: 23 observations,    complexity param=0.0005318017
  predicted class=open    expected loss=0.4782609  P(node) =0.002197802
    class counts:    11    12
   probabilities: 0.478 0.522 
  left son=58164 (15 obs) right son=58165 (8 obs)
  Primary splits:
      c12 < 4224.64  to the right, improve=3.061594, (0 missing)
      c6  < 4323.199 to the right, improve=2.922705, (0 missing)
      c16 < 4347.28  to the left,  improve=2.636156, (0 missing)
      c15 < 4610.591 to the left,  improve=2.263975, (0 missing)
      c2  < 4259.95  to the right, improve=1.938578, (0 missing)
  Surrogate splits:
      c4  < 4607.41  to the right, agree=0.739, adj=0.25, (0 split)
      c5  < 4124.645 to the left,  agree=0.739, adj=0.25, (0 split)
      c6  < 4341.059 to the left,  agree=0.739, adj=0.25, (0 split)
      c7  < 4234.791 to the right, agree=0.739, adj=0.25, (0 split)
      c13 < 4292.337 to the left,  agree=0.739, adj=0.25, (0 split)

Node number 29083: 12 observations
  predicted class=open    expected loss=0  P(node) =0.001146679
    class counts:     0    12
   probabilities: 0.000 1.000 

Node number 29084: 5 observations
  predicted class=closed  expected loss=0  P(node) =0.0004777831
    class counts:     5     0
   probabilities: 1.000 0.000 

Node number 29085: 3 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.3333333  P(node) =0.0002866699
    class counts:     1     2
   probabilities: 0.333 0.667 
  left son=58170 (1 obs) right son=58171 (2 obs)
  Primary splits:
      c1 < 4291.699 to the right, improve=1.333333, (0 missing)
      c5 < 4114.843 to the left,  improve=1.333333, (0 missing)
      c7 < 4210.082 to the right, improve=1.333333, (0 missing)
      c8 < 4072.512 to the left,  improve=1.333333, (0 missing)
      c9 < 4187.434 to the left,  improve=1.333333, (0 missing)

Node number 29086: 77 observations,    complexity param=0.0008508828
  predicted class=open    expected loss=0.3766234  P(node) =0.00735786
    class counts:    29    48
   probabilities: 0.377 0.623 
  left son=58172 (28 obs) right son=58173 (49 obs)
  Primary splits:
      c3  < 4000.199 to the left,  improve=6.237477, (0 missing)
      c11 < 4153.831 to the right, improve=4.854257, (0 missing)
      c10 < 4612.737 to the right, improve=3.279256, (0 missing)
      c2  < 4232.955 to the left,  improve=3.279132, (0 missing)
      c9  < 4203.147 to the right, improve=3.155844, (0 missing)
  Surrogate splits:
      c9  < 4201.456 to the right, agree=0.753, adj=0.321, (0 split)
      c1  < 4267.983 to the left,  agree=0.688, adj=0.143, (0 split)
      c2  < 4232.955 to the left,  agree=0.688, adj=0.143, (0 split)
      c6  < 4318.311 to the left,  agree=0.688, adj=0.143, (0 split)
      c10 < 4620.32  to the right, agree=0.688, adj=0.143, (0 split)

Node number 29087: 172 observations,    complexity param=0.0006381621
  predicted class=open    expected loss=0.1918605  P(node) =0.01643574
    class counts:    33   139
   probabilities: 0.192 0.808 
  left son=58174 (3 obs) right son=58175 (169 obs)
  Primary splits:
      c1  < 4309.866 to the right, improve=3.988097, (0 missing)
      c16 < 4332.559 to the left,  improve=2.643092, (0 missing)
      c12 < 4251.633 to the left,  improve=1.761050, (0 missing)
      c9  < 4184.876 to the right, improve=1.727853, (0 missing)
      c15 < 4593.538 to the left,  improve=1.541971, (0 missing)

Node number 29088: 36 observations,    complexity param=0.0001063603
  predicted class=closed  expected loss=0.02777778  P(node) =0.003440038
    class counts:    35     1
   probabilities: 0.972 0.028 
  left son=58176 (34 obs) right son=58177 (2 obs)
  Primary splits:
      c4  < 4622.878 to the left,  improve=0.9444444, (0 missing)
      c16 < 4360.601 to the left,  improve=0.6111111, (0 missing)
      c10 < 4604.601 to the right, improve=0.3444444, (0 missing)
      c13 < 4287.519 to the left,  improve=0.3444444, (0 missing)
      c8  < 4087.023 to the right, improve=0.2301587, (0 missing)

Node number 29089: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 29090: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 29091: 2 observations
  predicted class=open    expected loss=0  P(node) =0.0001911132
    class counts:     0     2
   probabilities: 0.000 1.000 

Node number 29092: 8 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.125  P(node) =0.0007644529
    class counts:     7     1
   probabilities: 0.875 0.125 
  left son=58184 (7 obs) right son=58185 (1 obs)
  Primary splits:
      c3  < 4016.402 to the left,  improve=1.7500000, (0 missing)
      c13 < 4262.063 to the right, improve=1.7500000, (0 missing)
      c7  < 4229.222 to the right, improve=0.7500000, (0 missing)
      c1  < 4288.537 to the right, improve=0.4166667, (0 missing)
      c4  < 4621.06  to the left,  improve=0.4166667, (0 missing)

Node number 29093: 2 observations
  predicted class=open    expected loss=0  P(node) =0.0001911132
    class counts:     0     2
   probabilities: 0.000 1.000 

Node number 29094: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 29095: 8 observations
  predicted class=open    expected loss=0  P(node) =0.0007644529
    class counts:     0     8
   probabilities: 0.000 1.000 

Node number 29100: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 29101: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 29104: 98 observations,    complexity param=0.0006381621
  predicted class=closed  expected loss=0.3061224  P(node) =0.009364548
    class counts:    68    30
   probabilities: 0.694 0.306 
  left son=58208 (95 obs) right son=58209 (3 obs)
  Primary splits:
      c3  < 3959.241 to the right, improve=2.980021, (0 missing)
      c4  < 4622.863 to the left,  improve=2.980021, (0 missing)
      c10 < 4590.282 to the right, improve=2.980021, (0 missing)
      c2  < 4264.766 to the right, improve=2.634491, (0 missing)
      c5  < 4121.634 to the right, improve=2.077677, (0 missing)

Node number 29105: 6 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.1666667  P(node) =0.0005733397
    class counts:     1     5
   probabilities: 0.167 0.833 
  left son=58210 (1 obs) right son=58211 (5 obs)
  Primary splits:
      c1 < 4305.349 to the right, improve=1.666667, (0 missing)
      c4 < 4616.565 to the left,  improve=1.666667, (0 missing)
      c6 < 4332.212 to the left,  improve=1.666667, (0 missing)
      c7 < 4239.013 to the right, improve=1.666667, (0 missing)
      c9 < 4193.925 to the left,  improve=1.666667, (0 missing)

Node number 29106: 106 observations,    complexity param=0.001542225
  predicted class=closed  expected loss=0.4716981  P(node) =0.010129
    class counts:    56    50
   probabilities: 0.528 0.472 
  left son=58212 (99 obs) right son=58213 (7 obs)
  Primary splits:
      c6  < 4326.232 to the right, improve=4.183724, (0 missing)
      c5  < 4102.746 to the right, improve=4.051022, (0 missing)
      c2  < 4256.077 to the left,  improve=3.740445, (0 missing)
      c15 < 4595.247 to the left,  improve=3.319282, (0 missing)
      c3  < 3994.485 to the right, improve=2.946480, (0 missing)

Node number 29107: 38 observations,    complexity param=0.0004254414
  predicted class=open    expected loss=0.2105263  P(node) =0.003631151
    class counts:     8    30
   probabilities: 0.211 0.789 
  left son=58214 (4 obs) right son=58215 (34 obs)
  Primary splits:
      c9  < 4186.779 to the left,  improve=2.602167, (0 missing)
      c11 < 4196.542 to the left,  improve=2.107769, (0 missing)
      c6  < 4332.537 to the right, improve=1.964912, (0 missing)
      c12 < 4239.765 to the left,  improve=1.415893, (0 missing)
      c1  < 4290.202 to the left,  improve=1.280228, (0 missing)
  Surrogate splits:
      c7  < 4211.063 to the left,  agree=0.947, adj=0.50, (0 split)
      c15 < 4584.404 to the left,  agree=0.921, adj=0.25, (0 split)
      c16 < 4340.706 to the left,  agree=0.921, adj=0.25, (0 split)

Node number 29108: 11 observations,    complexity param=0.0004254414
  predicted class=closed  expected loss=0.1818182  P(node) =0.001051123
    class counts:     9     2
   probabilities: 0.818 0.182 
  left son=58216 (9 obs) right son=58217 (2 obs)
  Primary splits:
      c7  < 4230.302 to the right, improve=3.272727, (0 missing)
      c6  < 4339.373 to the right, improve=1.939394, (0 missing)
      c13 < 4286.683 to the left,  improve=1.939394, (0 missing)
      c2  < 4280.654 to the left,  improve=1.472727, (0 missing)
      c8  < 4078.54  to the left,  improve=1.472727, (0 missing)
  Surrogate splits:
      c6  < 4339.373 to the right, agree=0.909, adj=0.5, (0 split)
      c13 < 4286.683 to the left,  agree=0.909, adj=0.5, (0 split)

Node number 29109: 10 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.1  P(node) =0.0009555662
    class counts:     1     9
   probabilities: 0.100 0.900 
  left son=58218 (1 obs) right son=58219 (9 obs)
  Primary splits:
      c3  < 4009.736 to the left,  improve=1.8, (0 missing)
      c4  < 4622.704 to the right, improve=1.8, (0 missing)
      c8  < 4055.549 to the left,  improve=1.8, (0 missing)
      c10 < 4608.918 to the left,  improve=1.8, (0 missing)
      c12 < 4282.534 to the right, improve=1.8, (0 missing)

Node number 29110: 2 observations
  predicted class=closed  expected loss=0  P(node) =0.0001911132
    class counts:     2     0
   probabilities: 1.000 0.000 

Node number 29111: 84 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.1071429  P(node) =0.008026756
    class counts:     9    75
   probabilities: 0.107 0.893 
  left son=58222 (20 obs) right son=58223 (64 obs)
  Primary splits:
      c5  < 4110.098 to the left,  improve=1.952679, (0 missing)
      c2  < 4235.834 to the left,  improve=1.613597, (0 missing)
      c6  < 4363.639 to the right, improve=1.613597, (0 missing)
      c11 < 4171.63  to the left,  improve=1.613597, (0 missing)
      c16 < 4363.117 to the right, improve=1.296429, (0 missing)
  Surrogate splits:
      c1  < 4291.104 to the left,  agree=0.798, adj=0.15, (0 split)
      c3  < 3979.956 to the left,  agree=0.786, adj=0.10, (0 split)
      c12 < 4197.941 to the left,  agree=0.786, adj=0.10, (0 split)
      c13 < 4297.394 to the right, agree=0.786, adj=0.10, (0 split)
      c6  < 4320.169 to the left,  agree=0.774, adj=0.05, (0 split)

Node number 29112: 65 observations,    complexity param=0.0009217897
  predicted class=closed  expected loss=0.4  P(node) =0.00621118
    class counts:    39    26
   probabilities: 0.600 0.400 
  left son=58224 (58 obs) right son=58225 (7 obs)
  Primary splits:
      c8  < 4056.748 to the right, improve=3.278818, (0 missing)
      c7  < 4232.64  to the left,  improve=3.100621, (0 missing)
      c2  < 4258.649 to the left,  improve=2.879634, (0 missing)
      c11 < 4177.107 to the right, improve=2.776923, (0 missing)
      c4  < 4616.727 to the left,  improve=2.710638, (0 missing)
  Surrogate splits:
      c11 < 4163.232 to the right, agree=0.908, adj=0.143, (0 split)
      c13 < 4252.564 to the right, agree=0.908, adj=0.143, (0 split)

Node number 29113: 11 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.09090909  P(node) =0.001051123
    class counts:     1    10
   probabilities: 0.091 0.909 
  left son=58226 (1 obs) right son=58227 (10 obs)
  Primary splits:
      c5  < 4084.664 to the left,  improve=1.8181820, (0 missing)
      c8  < 4057.521 to the left,  improve=1.8181820, (0 missing)
      c11 < 4176.425 to the left,  improve=0.8181818, (0 missing)
      c16 < 4333.074 to the left,  improve=0.8181818, (0 missing)
      c13 < 4260.426 to the left,  improve=0.4848485, (0 missing)

Node number 29114: 86 observations,    complexity param=0.0007445224
  predicted class=open    expected loss=0.3488372  P(node) =0.008217869
    class counts:    30    56
   probabilities: 0.349 0.651 
  left son=58228 (23 obs) right son=58229 (63 obs)
  Primary splits:
      c1  < 4285.302 to the right, improve=5.777842, (0 missing)
      c4  < 4620.82  to the left,  improve=4.306482, (0 missing)
      c2  < 4256.098 to the right, improve=4.093226, (0 missing)
      c13 < 4270.566 to the right, improve=3.667053, (0 missing)
      c7  < 4240.43  to the right, improve=2.636033, (0 missing)
  Surrogate splits:
      c16 < 4351.509 to the right, agree=0.779, adj=0.174, (0 split)
      c7  < 4234.577 to the right, agree=0.767, adj=0.130, (0 split)
      c12 < 4209.688 to the left,  agree=0.767, adj=0.130, (0 split)
      c15 < 4608.128 to the right, agree=0.767, adj=0.130, (0 split)
      c9  < 4217.438 to the right, agree=0.756, adj=0.087, (0 split)

Node number 29115: 42 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.07142857  P(node) =0.004013378
    class counts:     3    39
   probabilities: 0.071 0.929 
  left son=58230 (1 obs) right son=58231 (41 obs)
  Primary splits:
      c4  < 4623.232 to the right, improve=1.7665510, (0 missing)
      c5  < 4137.784 to the right, improve=1.7665510, (0 missing)
      c16 < 4332.956 to the left,  improve=0.7714286, (0 missing)
      c9  < 4194.991 to the right, improve=0.6302521, (0 missing)
      c12 < 4242.205 to the right, improve=0.5209235, (0 missing)

Node number 29116: 11 observations,    complexity param=0.0004254414
  predicted class=closed  expected loss=0.1818182  P(node) =0.001051123
    class counts:     9     2
   probabilities: 0.818 0.182 
  left son=58232 (9 obs) right son=58233 (2 obs)
  Primary splits:
      c4  < 4617.287 to the right, improve=3.2727270, (0 missing)
      c15 < 4606.35  to the left,  improve=3.2727270, (0 missing)
      c12 < 4246.726 to the left,  improve=1.4727270, (0 missing)
      c1  < 4282.005 to the left,  improve=0.8727273, (0 missing)
      c3  < 3989.84  to the left,  improve=0.8727273, (0 missing)
  Surrogate splits:
      c15 < 4606.35  to the left,  agree=1, adj=1, (0 split)

Node number 29117: 15 observations,    complexity param=0.0006381621
  predicted class=open    expected loss=0.2666667  P(node) =0.001433349
    class counts:     4    11
   probabilities: 0.267 0.733 
  left son=58234 (3 obs) right son=58235 (12 obs)
  Primary splits:
      c4 < 4616.944 to the left,  improve=4.033333, (0 missing)
      c1 < 4284.253 to the right, improve=2.548485, (0 missing)
      c5 < 4123.546 to the right, improve=2.482051, (0 missing)
      c7 < 4250.631 to the right, improve=1.666667, (0 missing)
      c3 < 4014.398 to the right, improve=1.152381, (0 missing)

Node number 29118: 5 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.2  P(node) =0.0004777831
    class counts:     4     1
   probabilities: 0.800 0.200 
  left son=58236 (4 obs) right son=58237 (1 obs)
  Primary splits:
      c2 < 4259.092 to the left,  improve=1.6, (0 missing)
      c3 < 4006.338 to the left,  improve=1.6, (0 missing)
      c5 < 4109.665 to the left,  improve=1.6, (0 missing)
      c6 < 4332.235 to the right, improve=1.6, (0 missing)
      c9 < 4203.11  to the left,  improve=1.6, (0 missing)

Node number 29119: 287 observations,    complexity param=0.0004254414
  predicted class=open    expected loss=0.1463415  P(node) =0.02742475
    class counts:    42   245
   probabilities: 0.146 0.854 
  left son=58238 (27 obs) right son=58239 (260 obs)
  Primary splits:
      c10 < 4630.904 to the right, improve=2.991648, (0 missing)
      c3  < 4019.952 to the right, improve=2.593031, (0 missing)
      c16 < 4352.57  to the right, improve=2.324550, (0 missing)
      c15 < 4589.475 to the left,  improve=2.310946, (0 missing)
      c7  < 4208.928 to the left,  improve=2.094551, (0 missing)
  Surrogate splits:
      c13 < 4293.478 to the right, agree=0.916, adj=0.111, (0 split)
      c8  < 4085.641 to the right, agree=0.909, adj=0.037, (0 split)
      c9  < 4223.264 to the right, agree=0.909, adj=0.037, (0 split)

Node number 29148: 3 observations
  predicted class=closed  expected loss=0  P(node) =0.0002866699
    class counts:     3     0
   probabilities: 1.000 0.000 

Node number 29149: 2 observations
  predicted class=open    expected loss=0  P(node) =0.0001911132
    class counts:     0     2
   probabilities: 0.000 1.000 

Node number 29150: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 29151: 30 observations
  predicted class=open    expected loss=0  P(node) =0.002866699
    class counts:     0    30
   probabilities: 0.000 1.000 

Node number 29164: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 29165: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 29180: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 29181: 7 observations,    complexity param=0.0001418138
  predicted class=open    expected loss=0.1428571  P(node) =0.0006688963
    class counts:     1     6
   probabilities: 0.143 0.857 
  left son=58362 (1 obs) right son=58363 (6 obs)
  Primary splits:
      c8  < 4089.966 to the right, improve=1.7142860, (0 missing)
      c12 < 4206.403 to the left,  improve=1.7142860, (0 missing)
      c7  < 4212.465 to the left,  improve=0.7142857, (0 missing)
      c9  < 4182.553 to the left,  improve=0.7142857, (0 missing)
      c15 < 4595.265 to the left,  improve=0.7142857, (0 missing)

Node number 29182: 3 observations,    complexity param=0.0001063603
  predicted class=open    expected loss=0.3333333  P(node) =0.0002866699
    class counts:     1     2
   probabilities: 0.333 0.667 
  left son=58364 (1 obs) right son=58365 (2 obs)
  Primary splits:
      c2 < 4265.188 to the left,  improve=1.333333, (0 missing)
      c3 < 4026.14  to the left,  improve=1.333333, (0 missing)
      c4 < 4621.38  to the right, improve=1.333333, (0 missing)
      c6 < 4343.768 to the right, improve=1.333333, (0 missing)
      c9 < 4192.332 to the left,  improve=1.333333, (0 missing)

Node number 29183: 145 observations,    complexity param=0.0001063603
  predicted class=open    expected loss=0.02068966  P(node) =0.01385571
    class counts:     3   142
   probabilities: 0.021 0.979 
  left son=58366 (51 obs) right son=58367 (94 obs)
  Primary splits:
      c12 < 4236.603 to the right, improve=0.2288032, (0 missing)
      c2  < 4241.136 to the left,  improve=0.2195474, (0 missing)
      c1  < 4283.856 to the left,  improve=0.1891075, (0 missing)
      c5  < 4135.703 to the right, improve=0.1891075, (0 missing)
      c4  < 4621.119 to the right, improve=0.1599200, (0 missing)
  Surrogate splits:
      c8  < 4088.467 to the right, agree=0.676, adj=0.078, (0 split)
      c6  < 4325.846 to the left,  agree=0.669, adj=0.059, (0 split)
      c13 < 4286.855 to the right, agree=0.669, adj=0.059, (0 split)
      c1  < 4307.43  to the right, agree=0.662, adj=0.039, (0 split)
      c3  < 4023.385 to the left,  agree=0.662, adj=0.039, (0 split)

Node number 30716: 4 observations
  predicted class=closed  expected loss=0  P(node) =0.0003822265
    class counts:     4     0
   probabilities: 1.000 0.000 

Node number 30717: 9 observations
  predicted class=open    expected loss=0  P(node) =0.0008600096
    class counts:     0     9
   probabilities: 0.000 1.000 

Node number 30718: 159 observations,    complexity param=0.000319081
  predicted class=open    expected loss=0.1069182  P(node) =0.0151935
    class counts:    17   142
   probabilities: 0.107 0.893 
  left son=61436 (48 obs) right son=61437 (111 obs)
  Primary splits:
      c8  < 4062.757 to the left,  improve=2.055095, (0 missing)
      c11 < 4171.677 to the left,  improve=1.926871, (0 missing)
      c13 < 4248.786 to the left,  improve=1.926871, (0 missing)
      c16 < 4324.37  to the left,  improve=1.605286, (0 missing)
      c12 < 4230.309 to the left,  improve=1.535245, (0 missing)
  Surrogate splits:
      c5  < 4094.61  to the left,  agree=0.723, adj=0.083, (0 split)
      c15 < 4564.75  to the left,  agree=0.717, adj=0.062, (0 split)
      c1  < 4256.724 to the left,  agree=0.704, adj=0.021, (0 split)
      c7  < 4196.245 to the left,  agree=0.704, adj=0.021, (0 split)
      c9  < 4174.814 to the left,  agree=0.704, adj=0.021, (0 split)

Node number 30719: 214 observations,    complexity param=0.0001063603
  predicted class=open    expected loss=0.004672897  P(node) =0.02044912
    class counts:     1   213
   probabilities: 0.005 0.995 
  left son=61438 (15 obs) right son=61439 (199 obs)
  Primary splits:
      c9  < 4174.174 to the left,  improve=0.12398750, (0 missing)
      c12 < 4203.651 to the left,  improve=0.11565420, (0 missing)
      c11 < 4164.87  to the left,  improve=0.08156330, (0 missing)
      c16 < 4292.966 to the left,  improve=0.07761073, (0 missing)
      c15 < 4552.639 to the left,  improve=0.06208278, (0 missing)

Node number 31778: 14 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.1428571  P(node) =0.001337793
    class counts:    12     2
   probabilities: 0.857 0.143 
  left son=63556 (13 obs) right son=63557 (1 obs)
  Primary splits:
      c5  < 4141.421 to the left,  improve=1.5824180, (0 missing)
      c7  < 4225.461 to the right, improve=1.0285710, (0 missing)
      c8  < 4092.56  to the right, improve=1.0285710, (0 missing)
      c9  < 4198.708 to the right, improve=0.7619048, (0 missing)
      c12 < 4225.719 to the right, improve=0.7619048, (0 missing)

Node number 31779: 9 observations,    complexity param=0.0004254414
  predicted class=open    expected loss=0.3333333  P(node) =0.0008600096
    class counts:     3     6
   probabilities: 0.333 0.667 
  left son=63558 (3 obs) right son=63559 (6 obs)
  Primary splits:
      c11 < 4185.347 to the left,  improve=4.000000, (0 missing)
      c15 < 4566.399 to the left,  improve=4.000000, (0 missing)
      c16 < 4340.23  to the left,  improve=4.000000, (0 missing)
      c8  < 4102.057 to the right, improve=2.285714, (0 missing)
      c6  < 4342.027 to the left,  improve=1.600000, (0 missing)
  Surrogate splits:
      c15 < 4566.399 to the left,  agree=1.000, adj=1.000, (0 split)
      c16 < 4340.23  to the left,  agree=1.000, adj=1.000, (0 split)
      c8  < 4102.057 to the right, agree=0.889, adj=0.667, (0 split)
      c5  < 4126.483 to the right, agree=0.778, adj=0.333, (0 split)
      c6  < 4342.027 to the left,  agree=0.778, adj=0.333, (0 split)

Node number 31792: 9 observations
  predicted class=closed  expected loss=0  P(node) =0.0008600096
    class counts:     9     0
   probabilities: 1.000 0.000 

Node number 31793: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 31844: 2 observations
  predicted class=closed  expected loss=0  P(node) =0.0001911132
    class counts:     2     0
   probabilities: 1.000 0.000 

Node number 31845: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 31854: 3 observations,    complexity param=0.0001063603
  predicted class=open    expected loss=0.3333333  P(node) =0.0002866699
    class counts:     1     2
   probabilities: 0.333 0.667 
  left son=63708 (1 obs) right son=63709 (2 obs)
  Primary splits:
      c1 < 4292.715 to the right, improve=1.333333, (0 missing)
      c2 < 4260.618 to the right, improve=1.333333, (0 missing)
      c3 < 3977.964 to the right, improve=1.333333, (0 missing)
      c4 < 4630.194 to the right, improve=1.333333, (0 missing)
      c5 < 4116.942 to the right, improve=1.333333, (0 missing)

Node number 31855: 17 observations
  predicted class=open    expected loss=0  P(node) =0.001624462
    class counts:     0    17
   probabilities: 0.000 1.000 

Node number 31856: 5 observations
  predicted class=closed  expected loss=0  P(node) =0.0004777831
    class counts:     5     0
   probabilities: 1.000 0.000 

Node number 31857: 15 observations,    complexity param=0.0002836276
  predicted class=open    expected loss=0.4666667  P(node) =0.001433349
    class counts:     7     8
   probabilities: 0.467 0.533 
  left son=63714 (10 obs) right son=63715 (5 obs)
  Primary splits:
      c12 < 4226.77  to the right, improve=3.266667, (0 missing)
      c4  < 4631.244 to the right, improve=2.133333, (0 missing)
      c13 < 4290.518 to the right, improve=2.133333, (0 missing)
      c9  < 4193.059 to the right, improve=1.633333, (0 missing)
      c7  < 4233.027 to the right, improve=1.609524, (0 missing)
  Surrogate splits:
      c1  < 4301.959 to the left,  agree=0.800, adj=0.4, (0 split)
      c9  < 4190.692 to the right, agree=0.800, adj=0.4, (0 split)
      c10 < 4605.717 to the right, agree=0.800, adj=0.4, (0 split)
      c15 < 4610.797 to the left,  agree=0.800, adj=0.4, (0 split)
      c2  < 4263.277 to the right, agree=0.733, adj=0.2, (0 split)

Node number 31868: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 31869: 3 observations
  predicted class=open    expected loss=0  P(node) =0.0002866699
    class counts:     0     3
   probabilities: 0.000 1.000 

Node number 31980: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 31981: 2 observations
  predicted class=open    expected loss=0  P(node) =0.0001911132
    class counts:     0     2
   probabilities: 0.000 1.000 

Node number 32120: 3 observations
  predicted class=closed  expected loss=0  P(node) =0.0002866699
    class counts:     3     0
   probabilities: 1.000 0.000 

Node number 32121: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 32250: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 32251: 64 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.09375  P(node) =0.006115624
    class counts:     6    58
   probabilities: 0.094 0.906 
  left son=64502 (1 obs) right son=64503 (63 obs)
  Primary splits:
      c12 < 4291.286 to the right, improve=1.6686510, (0 missing)
      c15 < 4565.942 to the left,  improve=1.6686510, (0 missing)
      c8  < 4087.334 to the right, improve=0.8750000, (0 missing)
      c6  < 4346.741 to the right, improve=0.8507085, (0 missing)
      c10 < 4604.444 to the left,  improve=0.6814516, (0 missing)

Node number 32252: 2 observations
  predicted class=closed  expected loss=0  P(node) =0.0001911132
    class counts:     2     0
   probabilities: 1.000 0.000 

Node number 32253: 10 observations
  predicted class=open    expected loss=0  P(node) =0.0009555662
    class counts:     0    10
   probabilities: 0.000 1.000 

Node number 32254: 10 observations,    complexity param=0.0001063603
  predicted class=open    expected loss=0.1  P(node) =0.0009555662
    class counts:     1     9
   probabilities: 0.100 0.900 
  left son=64508 (1 obs) right son=64509 (9 obs)
  Primary splits:
      c8  < 4082.107 to the right, improve=1.8, (0 missing)
      c13 < 4281.967 to the right, improve=1.8, (0 missing)
      c15 < 4616.075 to the right, improve=1.8, (0 missing)
      c1  < 4294.372 to the right, improve=0.8, (0 missing)
      c2  < 4264.835 to the left,  improve=0.8, (0 missing)

Node number 32255: 116 observations
  predicted class=open    expected loss=0  P(node) =0.01108457
    class counts:     0   116
   probabilities: 0.000 1.000 

Node number 32450: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 32451: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 32478: 2 observations,    complexity param=0.0001063603
  predicted class=closed  expected loss=0.5  P(node) =0.0001911132
    class counts:     1     1
   probabilities: 0.500 0.500 
  left son=64956 (1 obs) right son=64957 (1 obs)
  Primary splits:
      c1 < 4287.572 to the right, improve=1, (0 missing)
      c2 < 4261.659 to the right, improve=1, (0 missing)
      c3 < 4029.638 to the left,  improve=1, (0 missing)
      c4 < 4632.927 to the right, improve=1, (0 missing)
      c5 < 4128.586 to the left,  improve=1, (0 missing)

Node number 32479: 27 observations,    complexity param=0.0001063603
  predicted class=open    expected loss=0.03703704  P(node) =0.002580029
    class counts:     1    26
   probabilities: 0.037 0.963 
  left son=64958 (4 obs) right son=64959 (23 obs)
  Primary splits:
      c8  < 4063.088 to the left,  improve=0.4259259, (0 missing)
      c3  < 3989.27  to the left,  improve=0.3259259, (0 missing)
      c11 < 4188.003 to the left,  improve=0.3259259, (0 missing)
      c9  < 4197.157 to the left,  improve=0.2592593, (0 missing)
      c5  < 4117.22  to the left,  improve=0.2116402, (0 missing)
  Surrogate splits:
      c3  < 3985.973 to the left,  agree=0.926, adj=0.50, (0 split)
      c11 < 4206.529 to the right, agree=0.889, adj=0.25, (0 split)

Node number 32504: 3 observations
  predicted class=closed  expected loss=0  P(node) =0.0002866699
    class counts:     3     0
   probabilities: 1.000 0.000 

Node number 32505: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 32508: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 32509: 3 observations
  predicted class=open    expected loss=0  P(node) =0.0002866699
    class counts:     0     3
   probabilities: 0.000 1.000 

Node number 32752: 7 observations
  predicted class=closed  expected loss=0  P(node) =0.0006688963
    class counts:     7     0
   probabilities: 1.000 0.000 

Node number 32753: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 32754: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 32755: 11 observations
  predicted class=open    expected loss=0  P(node) =0.001051123
    class counts:     0    11
   probabilities: 0.000 1.000 

Node number 32758: 15 observations,    complexity param=0.0002659009
  predicted class=open    expected loss=0.2666667  P(node) =0.001433349
    class counts:     4    11
   probabilities: 0.267 0.733 
  left son=65516 (7 obs) right son=65517 (8 obs)
  Primary splits:
      c8  < 4062.576 to the left,  improve=2.438095, (0 missing)
      c16 < 4344.846 to the right, improve=1.666667, (0 missing)
      c1  < 4276.646 to the right, improve=1.422222, (0 missing)
      c3  < 4010.141 to the left,  improve=1.422222, (0 missing)
      c10 < 4620.149 to the left,  improve=1.422222, (0 missing)
  Surrogate splits:
      c1  < 4276.646 to the right, agree=0.867, adj=0.714, (0 split)
      c6  < 4335.229 to the left,  agree=0.800, adj=0.571, (0 split)
      c10 < 4621.009 to the left,  agree=0.800, adj=0.571, (0 split)
      c3  < 3998.336 to the right, agree=0.733, adj=0.429, (0 split)
      c2  < 4245.698 to the left,  agree=0.667, adj=0.286, (0 split)

Node number 32759: 129 observations,    complexity param=0.0001701766
  predicted class=open    expected loss=0.03875969  P(node) =0.0123268
    class counts:     5   124
   probabilities: 0.039 0.961 
  left son=65518 (2 obs) right son=65519 (127 obs)
  Primary splits:
      c2  < 4271.869 to the right, improve=0.8643716, (0 missing)
      c10 < 4589.402 to the left,  improve=0.8643716, (0 missing)
      c5  < 4102.971 to the left,  improve=0.5436200, (0 missing)
      c3  < 3959.389 to the left,  improve=0.4922182, (0 missing)
      c16 < 4340.864 to the right, improve=0.4457364, (0 missing)

Node number 32762: 2 observations,    complexity param=0.0001063603
  predicted class=closed  expected loss=0.5  P(node) =0.0001911132
    class counts:     1     1
   probabilities: 0.500 0.500 
  left son=65524 (1 obs) right son=65525 (1 obs)
  Primary splits:
      c1 < 4303.18  to the left,  improve=1, (0 missing)
      c2 < 4267.295 to the left,  improve=1, (0 missing)
      c3 < 4048.36  to the left,  improve=1, (0 missing)
      c4 < 4626.347 to the right, improve=1, (0 missing)
      c5 < 4145.667 to the right, improve=1, (0 missing)

Node number 32763: 12 observations
  predicted class=open    expected loss=0  P(node) =0.001146679
    class counts:     0    12
   probabilities: 0.000 1.000 

Node number 32764: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 32765: 109 observations,    complexity param=0.0001595405
  predicted class=open    expected loss=0.06422018  P(node) =0.01041567
    class counts:     7   102
   probabilities: 0.064 0.936 
  left son=65530 (16 obs) right son=65531 (93 obs)
  Primary splits:
      c13 < 4266.646 to the left,  improve=1.2944660, (0 missing)
      c6  < 4330.877 to the left,  improve=0.9196877, (0 missing)
      c2  < 4245.028 to the left,  improve=0.7738146, (0 missing)
      c11 < 4225.37  to the right, improve=0.7738146, (0 missing)
      c3  < 3978.228 to the left,  improve=0.7339707, (0 missing)
  Surrogate splits:
      c16 < 4335.698 to the left,  agree=0.881, adj=0.188, (0 split)

Node number 32766: 3 observations,    complexity param=0.0001063603
  predicted class=open    expected loss=0.3333333  P(node) =0.0002866699
    class counts:     1     2
   probabilities: 0.333 0.667 
  left son=65532 (1 obs) right son=65533 (2 obs)
  Primary splits:
      c1  < 4292.359 to the left,  improve=1.333333, (0 missing)
      c2  < 4261.107 to the right, improve=1.333333, (0 missing)
      c9  < 4195.946 to the left,  improve=1.333333, (0 missing)
      c10 < 4610.704 to the left,  improve=1.333333, (0 missing)
      c15 < 4630.735 to the left,  improve=1.333333, (0 missing)

Node number 32767: 290 observations,    complexity param=0.0001063603
  predicted class=open    expected loss=0.006896552  P(node) =0.02771142
    class counts:     2   288
   probabilities: 0.007 0.993 
  left son=65534 (31 obs) right son=65535 (259 obs)
  Primary splits:
      c11 < 4213.332 to the right, improve=0.23047830, (0 missing)
      c13 < 4288.362 to the right, improve=0.16140040, (0 missing)
      c2  < 4274.236 to the right, improve=0.12251730, (0 missing)
      c16 < 4362.819 to the right, improve=0.10471310, (0 missing)
      c6  < 4358.773 to the right, improve=0.09738686, (0 missing)
  Surrogate splits:
      c7 < 4248.279 to the right, agree=0.903, adj=0.097, (0 split)

Node number 40988: 5 observations
  predicted class=closed  expected loss=0  P(node) =0.0004777831
    class counts:     5     0
   probabilities: 1.000 0.000 

Node number 40989: 2 observations
  predicted class=open    expected loss=0  P(node) =0.0001911132
    class counts:     0     2
   probabilities: 0.000 1.000 

Node number 45060: 18 observations
  predicted class=closed  expected loss=0  P(node) =0.001720019
    class counts:    18     0
   probabilities: 1.000 0.000 

Node number 45061: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 45120: 99 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.05050505  P(node) =0.009460105
    class counts:    94     5
   probabilities: 0.949 0.051 
  left son=90240 (89 obs) right son=90241 (10 obs)
  Primary splits:
      c4  < 4615.622 to the left,  improve=1.3848370, (0 missing)
      c2  < 4266.278 to the right, improve=0.6927517, (0 missing)
      c11 < 4219.849 to the left,  improve=0.6269692, (0 missing)
      c13 < 4303.291 to the left,  improve=0.5423179, (0 missing)
      c6  < 4352.913 to the left,  improve=0.4971967, (0 missing)

Node number 45121: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 45122: 2 observations
  predicted class=closed  expected loss=0  P(node) =0.0001911132
    class counts:     2     0
   probabilities: 1.000 0.000 

Node number 45123: 3 observations
  predicted class=open    expected loss=0  P(node) =0.0002866699
    class counts:     0     3
   probabilities: 0.000 1.000 

Node number 45124: 38 observations,    complexity param=0.0003545345
  predicted class=closed  expected loss=0.1578947  P(node) =0.003631151
    class counts:    32     6
   probabilities: 0.842 0.158 
  left son=90248 (34 obs) right son=90249 (4 obs)
  Primary splits:
      c3  < 3997.394 to the right, improve=3.134675, (0 missing)
      c8  < 4075.699 to the left,  improve=1.936681, (0 missing)
      c15 < 4612.925 to the right, improve=1.705263, (0 missing)
      c16 < 4365.557 to the right, improve=1.686216, (0 missing)
      c12 < 4215.558 to the right, improve=1.590977, (0 missing)
  Surrogate splits:
      c16 < 4365.557 to the right, agree=0.921, adj=0.25, (0 split)

Node number 45125: 2 observations
  predicted class=open    expected loss=0  P(node) =0.0001911132
    class counts:     0     2
   probabilities: 0.000 1.000 

Node number 45126: 3 observations
  predicted class=closed  expected loss=0  P(node) =0.0002866699
    class counts:     3     0
   probabilities: 1.000 0.000 

Node number 45127: 11 observations,    complexity param=0.0003545345
  predicted class=open    expected loss=0.2727273  P(node) =0.001051123
    class counts:     3     8
   probabilities: 0.273 0.727 
  left son=90254 (2 obs) right son=90255 (9 obs)
  Primary splits:
      c1  < 4329.664 to the right, improve=2.585859, (0 missing)
      c3  < 4004.889 to the left,  improve=2.585859, (0 missing)
      c11 < 4221.534 to the right, improve=2.585859, (0 missing)
      c16 < 4383.748 to the right, improve=2.585859, (0 missing)
      c5  < 4121.421 to the left,  improve=1.363636, (0 missing)
  Surrogate splits:
      c2 < 4271.029 to the left,  agree=0.909, adj=0.5, (0 split)

Node number 45144: 26 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.07692308  P(node) =0.002484472
    class counts:    24     2
   probabilities: 0.923 0.077 
  left son=90288 (25 obs) right son=90289 (1 obs)
  Primary splits:
      c6  < 4317.75  to the right, improve=1.7723080, (0 missing)
      c16 < 4379.422 to the left,  improve=0.8351648, (0 missing)
      c11 < 4200.289 to the right, improve=0.7756410, (0 missing)
      c2  < 4262.42  to the left,  improve=0.5811966, (0 missing)
      c7  < 4226.629 to the right, improve=0.5811966, (0 missing)

Node number 45145: 2 observations
  predicted class=open    expected loss=0  P(node) =0.0001911132
    class counts:     0     2
   probabilities: 0.000 1.000 

Node number 45146: 2 observations
  predicted class=closed  expected loss=0  P(node) =0.0001911132
    class counts:     2     0
   probabilities: 1.000 0.000 

Node number 45147: 7 observations
  predicted class=open    expected loss=0  P(node) =0.0006688963
    class counts:     0     7
   probabilities: 0.000 1.000 

Node number 45150: 2 observations,    complexity param=0.0001063603
  predicted class=closed  expected loss=0.5  P(node) =0.0001911132
    class counts:     1     1
   probabilities: 0.500 0.500 
  left son=90300 (1 obs) right son=90301 (1 obs)
  Primary splits:
      c1 < 4322.261 to the left,  improve=1, (0 missing)
      c2 < 4260.997 to the left,  improve=1, (0 missing)
      c3 < 3993.062 to the right, improve=1, (0 missing)
      c4 < 4608.923 to the left,  improve=1, (0 missing)
      c5 < 4110.553 to the left,  improve=1, (0 missing)

Node number 45151: 15 observations
  predicted class=open    expected loss=0  P(node) =0.001433349
    class counts:     0    15
   probabilities: 0.000 1.000 

Node number 45184: 38 observations
  predicted class=closed  expected loss=0  P(node) =0.003631151
    class counts:    38     0
   probabilities: 1.000 0.000 

Node number 45185: 14 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.2142857  P(node) =0.001337793
    class counts:    11     3
   probabilities: 0.786 0.214 
  left son=90370 (12 obs) right son=90371 (2 obs)
  Primary splits:
      c8 < 4077.821 to the left,  improve=2.880952, (0 missing)
      c9 < 4198.234 to the left,  improve=2.880952, (0 missing)
      c2 < 4257.028 to the left,  improve=2.314286, (0 missing)
      c1 < 4293.913 to the right, improve=1.562771, (0 missing)
      c4 < 4609.081 to the left,  improve=1.562771, (0 missing)
  Surrogate splits:
      c1 < 4293.913 to the right, agree=0.929, adj=0.5, (0 split)

Node number 45196: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 45197: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 45206: 7 observations,    complexity param=0.0004254414
  predicted class=closed  expected loss=0.2857143  P(node) =0.0006688963
    class counts:     5     2
   probabilities: 0.714 0.286 
  left son=90412 (5 obs) right son=90413 (2 obs)
  Primary splits:
      c12 < 4216.768 to the right, improve=2.857143, (0 missing)
      c6  < 4342.44  to the right, improve=1.523810, (0 missing)
      c8  < 4070.698 to the right, improve=1.523810, (0 missing)
      c15 < 4608.511 to the left,  improve=1.523810, (0 missing)
      c2  < 4257.443 to the right, improve=1.190476, (0 missing)
  Surrogate splits:
      c6  < 4342.44  to the right, agree=0.857, adj=0.5, (0 split)
      c8  < 4070.698 to the right, agree=0.857, adj=0.5, (0 split)
      c15 < 4608.511 to the left,  agree=0.857, adj=0.5, (0 split)

Node number 45207: 8 observations
  predicted class=open    expected loss=0  P(node) =0.0007644529
    class counts:     0     8
   probabilities: 0.000 1.000 

Node number 45970: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 45971: 2 observations
  predicted class=open    expected loss=0  P(node) =0.0001911132
    class counts:     0     2
   probabilities: 0.000 1.000 

Node number 46032: 5 observations
  predicted class=closed  expected loss=0  P(node) =0.0004777831
    class counts:     5     0
   probabilities: 1.000 0.000 

Node number 46033: 23 observations,    complexity param=0.0004254414
  predicted class=closed  expected loss=0.4782609  P(node) =0.002197802
    class counts:    12    11
   probabilities: 0.522 0.478 
  left son=92066 (12 obs) right son=92067 (11 obs)
  Primary splits:
      c3  < 4043.031 to the right, improve=2.614625, (0 missing)
      c11 < 4197.837 to the left,  improve=2.263975, (0 missing)
      c4  < 4603.419 to the right, improve=1.811594, (0 missing)
      c7  < 4213.77  to the left,  improve=1.578261, (0 missing)
      c15 < 4615.362 to the left,  improve=1.278261, (0 missing)
  Surrogate splits:
      c4  < 4603.419 to the right, agree=0.783, adj=0.545, (0 split)
      c6  < 4327.107 to the right, agree=0.739, adj=0.455, (0 split)
      c12 < 4235.354 to the right, agree=0.739, adj=0.455, (0 split)
      c1  < 4341.283 to the right, agree=0.696, adj=0.364, (0 split)
      c2  < 4272.475 to the right, agree=0.696, adj=0.364, (0 split)

Node number 46034: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 46035: 6 observations
  predicted class=open    expected loss=0  P(node) =0.0005733397
    class counts:     0     6
   probabilities: 0.000 1.000 

Node number 46592: 64 observations,    complexity param=0.000319081
  predicted class=closed  expected loss=0.0625  P(node) =0.006115624
    class counts:    60     4
   probabilities: 0.938 0.062 
  left son=93184 (58 obs) right son=93185 (6 obs)
  Primary splits:
      c5  < 4150.887 to the left,  improve=2.5344830, (0 missing)
      c7  < 4225.302 to the right, improve=1.7857140, (0 missing)
      c16 < 4370.872 to the right, improve=1.1842110, (0 missing)
      c6  < 4347.079 to the left,  improve=0.8333333, (0 missing)
      c1  < 4310.496 to the right, improve=0.7307692, (0 missing)
  Surrogate splits:
      c16 < 4364.399 to the right, agree=0.922, adj=0.167, (0 split)

Node number 46593: 13 observations,    complexity param=0.000319081
  predicted class=closed  expected loss=0.3846154  P(node) =0.001242236
    class counts:     8     5
   probabilities: 0.615 0.385 
  left son=93186 (10 obs) right son=93187 (3 obs)
  Primary splits:
      c13 < 4293.313 to the left,  improve=2.953846, (0 missing)
      c6  < 4338.5   to the right, improve=1.790210, (0 missing)
      c9  < 4222.65  to the left,  improve=1.790210, (0 missing)
      c10 < 4618.679 to the left,  improve=1.790210, (0 missing)
      c11 < 4205.462 to the right, improve=1.790210, (0 missing)
  Surrogate splits:
      c1  < 4320.049 to the left,  agree=0.846, adj=0.333, (0 split)
      c7  < 4243.402 to the right, agree=0.846, adj=0.333, (0 split)
      c12 < 4234.522 to the left,  agree=0.846, adj=0.333, (0 split)
      c16 < 4381.327 to the left,  agree=0.846, adj=0.333, (0 split)

Node number 46594: 154 observations,    complexity param=0.0006381621
  predicted class=closed  expected loss=0.3051948  P(node) =0.01471572
    class counts:   107    47
   probabilities: 0.695 0.305 
  left son=93188 (150 obs) right son=93189 (4 obs)
  Primary splits:
      c1  < 4289.326 to the right, improve=3.965022, (0 missing)
      c4  < 4625.019 to the left,  improve=3.273810, (0 missing)
      c2  < 4285.657 to the right, improve=2.993778, (0 missing)
      c12 < 4213.333 to the right, improve=2.963203, (0 missing)
      c16 < 4391.819 to the left,  improve=2.954072, (0 missing)

Node number 46595: 6 observations
  predicted class=open    expected loss=0  P(node) =0.0005733397
    class counts:     0     6
   probabilities: 0.000 1.000 

Node number 46598: 5 observations,    complexity param=0.000319081
  predicted class=closed  expected loss=0.4  P(node) =0.0004777831
    class counts:     3     2
   probabilities: 0.600 0.400 
  left son=93196 (3 obs) right son=93197 (2 obs)
  Primary splits:
      c2  < 4276.141 to the left,  improve=2.400000, (0 missing)
      c4  < 4623.817 to the left,  improve=2.400000, (0 missing)
      c11 < 4221.914 to the left,  improve=2.400000, (0 missing)
      c1  < 4304.154 to the left,  improve=1.066667, (0 missing)
      c5  < 4140.742 to the left,  improve=1.066667, (0 missing)
  Surrogate splits:
      c4  < 4623.817 to the left,  agree=1.0, adj=1.0, (0 split)
      c11 < 4221.914 to the left,  agree=1.0, adj=1.0, (0 split)
      c1  < 4304.154 to the left,  agree=0.8, adj=0.5, (0 split)
      c5  < 4140.742 to the left,  agree=0.8, adj=0.5, (0 split)
      c7  < 4252.144 to the left,  agree=0.8, adj=0.5, (0 split)

Node number 46599: 15 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.06666667  P(node) =0.001433349
    class counts:     1    14
   probabilities: 0.067 0.933 
  left son=93198 (1 obs) right son=93199 (14 obs)
  Primary splits:
      c12 < 4248.173 to the right, improve=1.8666670, (0 missing)
      c11 < 4209.971 to the left,  improve=0.5333333, (0 missing)
      c16 < 4366.892 to the left,  improve=0.5333333, (0 missing)
      c9  < 4216.014 to the right, improve=0.3666667, (0 missing)
      c15 < 4613.162 to the left,  improve=0.3666667, (0 missing)

Node number 46652: 6 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.1666667  P(node) =0.0005733397
    class counts:     5     1
   probabilities: 0.833 0.167 
  left son=93304 (5 obs) right son=93305 (1 obs)
  Primary splits:
      c2 < 4275.88  to the left,  improve=1.666667, (0 missing)
      c4 < 4634.495 to the right, improve=1.666667, (0 missing)
      c5 < 4148.814 to the left,  improve=1.666667, (0 missing)
      c8 < 4065.965 to the right, improve=1.666667, (0 missing)
      c9 < 4212.839 to the left,  improve=1.666667, (0 missing)

Node number 46653: 4 observations
  predicted class=open    expected loss=0  P(node) =0.0003822265
    class counts:     0     4
   probabilities: 0.000 1.000 

Node number 46654: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 46655: 65 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.06153846  P(node) =0.00621118
    class counts:     4    61
   probabilities: 0.062 0.938 
  left son=93310 (24 obs) right son=93311 (41 obs)
  Primary splits:
      c9  < 4212.338 to the right, improve=0.8410256, (0 missing)
      c15 < 4602.179 to the left,  improve=0.7934066, (0 missing)
      c1  < 4311.192 to the left,  improve=0.6928775, (0 missing)
      c8  < 4070.343 to the left,  improve=0.5502455, (0 missing)
      c12 < 4234.122 to the right, improve=0.5502455, (0 missing)
  Surrogate splits:
      c7  < 4252.759 to the right, agree=0.754, adj=0.333, (0 split)
      c11 < 4223.891 to the right, agree=0.738, adj=0.292, (0 split)
      c15 < 4627.227 to the right, agree=0.677, adj=0.125, (0 split)
      c4  < 4639.006 to the right, agree=0.662, adj=0.083, (0 split)
      c8  < 4063.457 to the left,  agree=0.662, adj=0.083, (0 split)

Node number 46658: 2 observations
  predicted class=closed  expected loss=0  P(node) =0.0001911132
    class counts:     2     0
   probabilities: 1.000 0.000 

Node number 46659: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 46672: 14 observations
  predicted class=closed  expected loss=0  P(node) =0.001337793
    class counts:    14     0
   probabilities: 1.000 0.000 

Node number 46673: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 46674: 2 observations
  predicted class=closed  expected loss=0  P(node) =0.0001911132
    class counts:     2     0
   probabilities: 1.000 0.000 

Node number 46675: 4 observations
  predicted class=open    expected loss=0  P(node) =0.0003822265
    class counts:     0     4
   probabilities: 0.000 1.000 

Node number 46678: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 46679: 18 observations
  predicted class=open    expected loss=0  P(node) =0.001720019
    class counts:     0    18
   probabilities: 0.000 1.000 

Node number 46688: 18 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.05555556  P(node) =0.001720019
    class counts:    17     1
   probabilities: 0.944 0.056 
  left son=93376 (17 obs) right son=93377 (1 obs)
  Primary splits:
      c13 < 4265.275 to the right, improve=1.8888890, (0 missing)
      c15 < 4588.336 to the right, improve=1.8888890, (0 missing)
      c1  < 4288.567 to the right, improve=0.8888889, (0 missing)
      c8  < 4084.819 to the left,  improve=0.8888889, (0 missing)
      c9  < 4215.294 to the left,  improve=0.8888889, (0 missing)

Node number 46689: 9 observations,    complexity param=0.0005318017
  predicted class=open    expected loss=0.4444444  P(node) =0.0008600096
    class counts:     4     5
   probabilities: 0.444 0.556 
  left son=93378 (4 obs) right son=93379 (5 obs)
  Primary splits:
      c6  < 4341.504 to the right, improve=4.444444, (0 missing)
      c1  < 4300.552 to the left,  improve=2.844444, (0 missing)
      c3  < 4005.667 to the right, improve=2.844444, (0 missing)
      c7  < 4227.592 to the left,  improve=2.777778, (0 missing)
      c11 < 4199     to the right, improve=1.777778, (0 missing)
  Surrogate splits:
      c1 < 4300.552 to the left,  agree=0.889, adj=0.75, (0 split)
      c3 < 4005.667 to the right, agree=0.889, adj=0.75, (0 split)
      c7 < 4227.592 to the left,  agree=0.889, adj=0.75, (0 split)
      c2 < 4274.795 to the right, agree=0.778, adj=0.50, (0 split)
      c4 < 4625.597 to the right, agree=0.778, adj=0.50, (0 split)

Node number 46716: 2 observations
  predicted class=closed  expected loss=0  P(node) =0.0001911132
    class counts:     2     0
   probabilities: 1.000 0.000 

Node number 46717: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 46718: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 46719: 118 observations,    complexity param=0.000273498
  predicted class=open    expected loss=0.1016949  P(node) =0.01127568
    class counts:    12   106
   probabilities: 0.102 0.898 
  left son=93438 (4 obs) right son=93439 (114 obs)
  Primary splits:
      c13 < 4262.603 to the left,  improve=1.313708, (0 missing)
      c3  < 4009.417 to the right, improve=1.096858, (0 missing)
      c9  < 4201.794 to the left,  improve=1.096858, (0 missing)
      c16 < 4370.423 to the left,  improve=1.064028, (0 missing)
      c10 < 4619.052 to the right, improve=1.004449, (0 missing)

Node number 46780: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 46781: 3 observations
  predicted class=open    expected loss=0  P(node) =0.0002866699
    class counts:     0     3
   probabilities: 0.000 1.000 

Node number 47040: 17 observations
  predicted class=closed  expected loss=0  P(node) =0.001624462
    class counts:    17     0
   probabilities: 1.000 0.000 

Node number 47041: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 47046: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 47047: 9 observations
  predicted class=open    expected loss=0  P(node) =0.0008600096
    class counts:     0     9
   probabilities: 0.000 1.000 

Node number 47094: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 47095: 10 observations
  predicted class=open    expected loss=0  P(node) =0.0009555662
    class counts:     0    10
   probabilities: 0.000 1.000 

Node number 47100: 2 observations
  predicted class=closed  expected loss=0  P(node) =0.0001911132
    class counts:     2     0
   probabilities: 1.000 0.000 

Node number 47101: 3 observations
  predicted class=open    expected loss=0  P(node) =0.0002866699
    class counts:     0     3
   probabilities: 0.000 1.000 

Node number 47102: 2 observations,    complexity param=0.0001063603
  predicted class=closed  expected loss=0.5  P(node) =0.0001911132
    class counts:     1     1
   probabilities: 0.500 0.500 
  left son=94204 (1 obs) right son=94205 (1 obs)
  Primary splits:
      c1 < 4332.257 to the left,  improve=1, (0 missing)
      c2 < 4257.789 to the left,  improve=1, (0 missing)
      c3 < 4014.027 to the left,  improve=1, (0 missing)
      c4 < 4626.437 to the right, improve=1, (0 missing)
      c5 < 4131.924 to the left,  improve=1, (0 missing)

Node number 47103: 130 observations,    complexity param=0.0001063603
  predicted class=open    expected loss=0.01538462  P(node) =0.01242236
    class counts:     2   128
   probabilities: 0.015 0.985 
  left son=94206 (3 obs) right son=94207 (127 obs)
  Primary splits:
      c7  < 4219.338 to the left,  improve=0.6208762, (0 missing)
      c13 < 4277.673 to the left,  improve=0.2584615, (0 missing)
      c11 < 4215.79  to the right, improve=0.2461538, (0 missing)
      c1  < 4291.875 to the left,  improve=0.1772127, (0 missing)
      c10 < 4614.7   to the right, improve=0.1086743, (0 missing)

Node number 49154: 7 observations
  predicted class=closed  expected loss=0  P(node) =0.0006688963
    class counts:     7     0
   probabilities: 1.000 0.000 

Node number 49155: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 49162: 2 observations
  predicted class=closed  expected loss=0  P(node) =0.0001911132
    class counts:     2     0
   probabilities: 1.000 0.000 

Node number 49163: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 49568: 27 observations
  predicted class=closed  expected loss=0  P(node) =0.002580029
    class counts:    27     0
   probabilities: 1.000 0.000 

Node number 49569: 7 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.2857143  P(node) =0.0006688963
    class counts:     5     2
   probabilities: 0.714 0.286 
  left son=99138 (5 obs) right son=99139 (2 obs)
  Primary splits:
      c9  < 4190.414 to the right, improve=2.857143, (0 missing)
      c12 < 4231.812 to the left,  improve=2.857143, (0 missing)
      c11 < 4195.061 to the right, improve=1.523810, (0 missing)
      c15 < 4592.44  to the right, improve=1.523810, (0 missing)
      c16 < 4349.798 to the right, improve=1.523810, (0 missing)
  Surrogate splits:
      c12 < 4231.812 to the left,  agree=1.000, adj=1.0, (0 split)
      c11 < 4195.061 to the right, agree=0.857, adj=0.5, (0 split)
      c15 < 4592.44  to the right, agree=0.857, adj=0.5, (0 split)
      c16 < 4349.798 to the right, agree=0.857, adj=0.5, (0 split)

Node number 49570: 3 observations
  predicted class=closed  expected loss=0  P(node) =0.0002866699
    class counts:     3     0
   probabilities: 1.000 0.000 

Node number 49571: 4 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.25  P(node) =0.0003822265
    class counts:     1     3
   probabilities: 0.250 0.750 
  left son=99142 (1 obs) right son=99143 (3 obs)
  Primary splits:
      c1 < 4299.212 to the right, improve=1.5, (0 missing)
      c4 < 4604.014 to the left,  improve=1.5, (0 missing)
      c5 < 4102.13  to the left,  improve=1.5, (0 missing)
      c7 < 4236.314 to the right, improve=1.5, (0 missing)
      c8 < 4043.926 to the left,  improve=1.5, (0 missing)

Node number 50448: 16 observations
  predicted class=closed  expected loss=0  P(node) =0.001528906
    class counts:    16     0
   probabilities: 1.000 0.000 

Node number 50449: 3 observations,    complexity param=0.0001063603
  predicted class=closed  expected loss=0.3333333  P(node) =0.0002866699
    class counts:     2     1
   probabilities: 0.667 0.333 
  left son=100898 (2 obs) right son=100899 (1 obs)
  Primary splits:
      c1 < 4284.028 to the right, improve=1.333333, (0 missing)
      c2 < 4258.838 to the right, improve=1.333333, (0 missing)
      c3 < 3990.807 to the right, improve=1.333333, (0 missing)
      c5 < 4111.886 to the right, improve=1.333333, (0 missing)
      c6 < 4336.71  to the left,  improve=1.333333, (0 missing)

Node number 51472: 34 observations
  predicted class=closed  expected loss=0  P(node) =0.003248925
    class counts:    34     0
   probabilities: 1.000 0.000 

Node number 51473: 2 observations,    complexity param=0.0001063603
  predicted class=closed  expected loss=0.5  P(node) =0.0001911132
    class counts:     1     1
   probabilities: 0.500 0.500 
  left son=102946 (1 obs) right son=102947 (1 obs)
  Primary splits:
      c1 < 4299.844 to the right, improve=1, (0 missing)
      c2 < 4269.711 to the right, improve=1, (0 missing)
      c3 < 4017.634 to the right, improve=1, (0 missing)
      c4 < 4624.082 to the left,  improve=1, (0 missing)
      c5 < 4127.078 to the left,  improve=1, (0 missing)

Node number 51474: 3 observations
  predicted class=closed  expected loss=0  P(node) =0.0002866699
    class counts:     3     0
   probabilities: 1.000 0.000 

Node number 51475: 3 observations
  predicted class=open    expected loss=0  P(node) =0.0002866699
    class counts:     0     3
   probabilities: 0.000 1.000 

Node number 51486: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 51487: 11 observations,    complexity param=0.0001063603
  predicted class=open    expected loss=0.09090909  P(node) =0.001051123
    class counts:     1    10
   probabilities: 0.091 0.909 
  left son=102974 (2 obs) right son=102975 (9 obs)
  Primary splits:
      c3  < 4019.491 to the right, improve=0.8181818, (0 missing)
      c10 < 4607.409 to the left,  improve=0.8181818, (0 missing)
      c15 < 4605.059 to the right, improve=0.8181818, (0 missing)
      c4  < 4621.622 to the right, improve=0.4848485, (0 missing)
      c7  < 4224.752 to the left,  improve=0.4848485, (0 missing)
  Surrogate splits:
      c10 < 4608.932 to the left,  agree=0.909, adj=0.5, (0 split)
      c13 < 4267.179 to the left,  agree=0.909, adj=0.5, (0 split)

Node number 53164: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 53165: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 53238: 4 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.5  P(node) =0.0003822265
    class counts:     2     2
   probabilities: 0.500 0.500 
  left son=106476 (2 obs) right son=106477 (2 obs)
  Primary splits:
      c2  < 4250.617 to the right, improve=2.0000000, (0 missing)
      c6  < 4326.878 to the right, improve=2.0000000, (0 missing)
      c7  < 4225.362 to the left,  improve=2.0000000, (0 missing)
      c10 < 4607.529 to the right, improve=2.0000000, (0 missing)
      c1  < 4268.362 to the right, improve=0.6666667, (0 missing)
  Surrogate splits:
      c6  < 4326.878 to the right, agree=1, adj=1, (0 split)
      c7  < 4225.362 to the left,  agree=1, adj=1, (0 split)
      c10 < 4607.529 to the right, agree=1, adj=1, (0 split)

Node number 53239: 36 observations,    complexity param=0.0001063603
  predicted class=open    expected loss=0.02777778  P(node) =0.003440038
    class counts:     1    35
   probabilities: 0.028 0.972 
  left son=106478 (2 obs) right son=106479 (34 obs)
  Primary splits:
      c2  < 4232.953 to the left,  improve=0.9444444, (0 missing)
      c12 < 4204.236 to the left,  improve=0.9444444, (0 missing)
      c16 < 4337.353 to the left,  improve=0.9444444, (0 missing)
      c15 < 4588.068 to the left,  improve=0.6111111, (0 missing)
      c9  < 4204.658 to the right, improve=0.2777778, (0 missing)

Node number 55552: 44 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.06818182  P(node) =0.004204491
    class counts:    41     3
   probabilities: 0.932 0.068 
  left son=111104 (43 obs) right son=111105 (1 obs)
  Primary splits:
      c5  < 4134.943 to the left,  improve=1.7769560, (0 missing)
      c16 < 4362.284 to the left,  improve=1.7769560, (0 missing)
      c7  < 4229.032 to the left,  improve=0.7878203, (0 missing)
      c6  < 4333.594 to the left,  improve=0.4090909, (0 missing)
      c13 < 4259.971 to the left,  improve=0.4090909, (0 missing)

Node number 55553: 3 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.3333333  P(node) =0.0002866699
    class counts:     1     2
   probabilities: 0.333 0.667 
  left son=111106 (1 obs) right son=111107 (2 obs)
  Primary splits:
      c1 < 4292.521 to the right, improve=1.333333, (0 missing)
      c2 < 4253.46  to the right, improve=1.333333, (0 missing)
      c3 < 3997.951 to the left,  improve=1.333333, (0 missing)
      c4 < 4603.993 to the left,  improve=1.333333, (0 missing)
      c5 < 4115.728 to the left,  improve=1.333333, (0 missing)

Node number 55554: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 55555: 2 observations
  predicted class=open    expected loss=0  P(node) =0.0001911132
    class counts:     0     2
   probabilities: 0.000 1.000 

Node number 56048: 5 observations
  predicted class=closed  expected loss=0  P(node) =0.0004777831
    class counts:     5     0
   probabilities: 1.000 0.000 

Node number 56049: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 56060: 5 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.4  P(node) =0.0004777831
    class counts:     3     2
   probabilities: 0.600 0.400 
  left son=112120 (3 obs) right son=112121 (2 obs)
  Primary splits:
      c3  < 3978.181 to the left,  improve=2.400000, (0 missing)
      c8  < 4046.511 to the right, improve=2.400000, (0 missing)
      c16 < 4330.613 to the right, improve=2.400000, (0 missing)
      c2  < 4243.222 to the right, improve=1.066667, (0 missing)
      c5  < 4101.345 to the left,  improve=1.066667, (0 missing)
  Surrogate splits:
      c8  < 4046.511 to the right, agree=1.0, adj=1.0, (0 split)
      c16 < 4330.613 to the right, agree=1.0, adj=1.0, (0 split)
      c2  < 4243.222 to the right, agree=0.8, adj=0.5, (0 split)
      c5  < 4101.345 to the left,  agree=0.8, adj=0.5, (0 split)
      c9  < 4187.266 to the left,  agree=0.8, adj=0.5, (0 split)

Node number 56061: 6 observations
  predicted class=open    expected loss=0  P(node) =0.0005733397
    class counts:     0     6
   probabilities: 0.000 1.000 

Node number 56284: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 56285: 3 observations
  predicted class=open    expected loss=0  P(node) =0.0002866699
    class counts:     0     3
   probabilities: 0.000 1.000 

Node number 58112: 29 observations
  predicted class=closed  expected loss=0  P(node) =0.002771142
    class counts:    29     0
   probabilities: 1.000 0.000 

Node number 58113: 132 observations,    complexity param=0.0003545345
  predicted class=closed  expected loss=0.1969697  P(node) =0.01261347
    class counts:   106    26
   probabilities: 0.803 0.197 
  left son=116226 (130 obs) right son=116227 (2 obs)
  Primary splits:
      c3  < 3963.486 to the right, improve=2.619114, (0 missing)
      c9  < 4189.421 to the left,  improve=2.063821, (0 missing)
      c5  < 4107.829 to the right, improve=1.829004, (0 missing)
      c10 < 4612.92  to the right, improve=1.687400, (0 missing)
      c15 < 4580.907 to the right, improve=1.441175, (0 missing)

Node number 58116: 45 observations,    complexity param=0.0004254414
  predicted class=closed  expected loss=0.1777778  P(node) =0.004300048
    class counts:    37     8
   probabilities: 0.822 0.178 
  left son=116232 (38 obs) right son=116233 (7 obs)
  Primary splits:
      c12 < 4219.826 to the right, improve=2.569089, (0 missing)
      c6  < 4329.622 to the right, improve=2.390373, (0 missing)
      c1  < 4307.915 to the left,  improve=1.382828, (0 missing)
      c11 < 4154.377 to the right, improve=1.382828, (0 missing)
      c5  < 4100.766 to the right, improve=1.307629, (0 missing)

Node number 58117: 17 observations,    complexity param=0.0006381621
  predicted class=open    expected loss=0.2941176  P(node) =0.001624462
    class counts:     5    12
   probabilities: 0.294 0.706 
  left son=116234 (3 obs) right son=116235 (14 obs)
  Primary splits:
      c4  < 4614.762 to the right, improve=3.630252, (0 missing)
      c5  < 4101.995 to the left,  improve=3.630252, (0 missing)
      c11 < 4194.005 to the left,  improve=2.614379, (0 missing)
      c12 < 4218.029 to the left,  improve=2.174208, (0 missing)
      c13 < 4273.449 to the left,  improve=1.604278, (0 missing)
  Surrogate splits:
      c11 < 4173.493 to the left,  agree=0.882, adj=0.333, (0 split)
      c13 < 4258.4   to the left,  agree=0.882, adj=0.333, (0 split)

Node number 58120: 33 observations,    complexity param=0.000319081
  predicted class=closed  expected loss=0.1212121  P(node) =0.003153368
    class counts:    29     4
   probabilities: 0.879 0.121 
  left son=116240 (28 obs) right son=116241 (5 obs)
  Primary splits:
      c16 < 4338.051 to the right, improve=2.7017320, (0 missing)
      c12 < 4197.847 to the right, improve=1.5928030, (0 missing)
      c4  < 4610.058 to the left,  improve=1.1636360, (0 missing)
      c2  < 4263.036 to the left,  improve=0.9172596, (0 missing)
      c6  < 4341.596 to the left,  improve=0.9160173, (0 missing)
  Surrogate splits:
      c6  < 4326.278 to the right, agree=0.909, adj=0.4, (0 split)
      c11 < 4175.572 to the right, agree=0.909, adj=0.4, (0 split)

Node number 58121: 2 observations
  predicted class=open    expected loss=0  P(node) =0.0001911132
    class counts:     0     2
   probabilities: 0.000 1.000 

Node number 58124: 23 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.173913  P(node) =0.002197802
    class counts:    19     4
   probabilities: 0.826 0.174 
  left son=116248 (22 obs) right son=116249 (1 obs)
  Primary splits:
      c2  < 4253.725 to the right, improve=1.426877, (0 missing)
      c3  < 3965.036 to the right, improve=1.426877, (0 missing)
      c10 < 4631.722 to the left,  improve=1.426877, (0 missing)
      c11 < 4184.064 to the right, improve=1.426877, (0 missing)
      c15 < 4610.303 to the left,  improve=1.426877, (0 missing)

Node number 58125: 13 observations,    complexity param=0.0006381621
  predicted class=open    expected loss=0.3846154  P(node) =0.001242236
    class counts:     5     8
   probabilities: 0.385 0.615 
  left son=116250 (3 obs) right son=116251 (10 obs)
  Primary splits:
      c1  < 4278.888 to the left,  improve=2.953846, (0 missing)
      c8  < 4058.581 to the right, improve=2.953846, (0 missing)
      c15 < 4581.542 to the left,  improve=2.953846, (0 missing)
      c9  < 4191.842 to the left,  improve=2.403846, (0 missing)
      c5  < 4098.263 to the left,  improve=1.790210, (0 missing)
  Surrogate splits:
      c15 < 4581.542 to the left,  agree=1.000, adj=1.000, (0 split)
      c3  < 3982.769 to the left,  agree=0.846, adj=0.333, (0 split)
      c6  < 4326.484 to the left,  agree=0.846, adj=0.333, (0 split)
      c8  < 4056.947 to the right, agree=0.846, adj=0.333, (0 split)
      c9  < 4183.271 to the left,  agree=0.846, adj=0.333, (0 split)

Node number 58126: 70 observations,    complexity param=0.001382685
  predicted class=open    expected loss=0.4857143  P(node) =0.006688963
    class counts:    34    36
   probabilities: 0.486 0.514 
  left son=116252 (19 obs) right son=116253 (51 obs)
  Primary splits:
      c16 < 4352.415 to the right, improve=6.624679, (0 missing)
      c1  < 4285.556 to the right, improve=5.581850, (0 missing)
      c15 < 4602.622 to the right, improve=4.148217, (0 missing)
      c9  < 4191.305 to the left,  improve=3.134694, (0 missing)
      c13 < 4268.006 to the right, improve=2.583400, (0 missing)
  Surrogate splits:
      c1  < 4289.286 to the right, agree=0.800, adj=0.263, (0 split)
      c13 < 4283.613 to the right, agree=0.800, adj=0.263, (0 split)
      c7  < 4243.738 to the right, agree=0.771, adj=0.158, (0 split)
      c15 < 4609.199 to the right, agree=0.771, adj=0.158, (0 split)
      c5  < 4093.688 to the left,  agree=0.757, adj=0.105, (0 split)

Node number 58127: 41 observations,    complexity param=0.0004254414
  predicted class=open    expected loss=0.195122  P(node) =0.003917821
    class counts:     8    33
   probabilities: 0.195 0.805 
  left son=116254 (2 obs) right son=116255 (39 obs)
  Primary splits:
      c15 < 4626.61  to the right, improve=2.724203, (0 missing)
      c2  < 4256.355 to the left,  improve=2.023503, (0 missing)
      c10 < 4632.138 to the right, improve=1.866938, (0 missing)
      c11 < 4213.919 to the right, improve=1.847746, (0 missing)
      c12 < 4224.214 to the left,  improve=1.698049, (0 missing)

Node number 58128: 10 observations
  predicted class=closed  expected loss=0  P(node) =0.0009555662
    class counts:    10     0
   probabilities: 1.000 0.000 

Node number 58129: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 58130: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 58131: 3 observations
  predicted class=open    expected loss=0  P(node) =0.0002866699
    class counts:     0     3
   probabilities: 0.000 1.000 

Node number 58140: 3 observations
  predicted class=closed  expected loss=0  P(node) =0.0002866699
    class counts:     3     0
   probabilities: 1.000 0.000 

Node number 58141: 2 observations
  predicted class=open    expected loss=0  P(node) =0.0001911132
    class counts:     0     2
   probabilities: 0.000 1.000 

Node number 58142: 3 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.3333333  P(node) =0.0002866699
    class counts:     2     1
   probabilities: 0.667 0.333 
  left son=116284 (2 obs) right son=116285 (1 obs)
  Primary splits:
      c1 < 4282.459 to the right, improve=1.333333, (0 missing)
      c3 < 4013.391 to the left,  improve=1.333333, (0 missing)
      c4 < 4614.373 to the left,  improve=1.333333, (0 missing)
      c6 < 4332.793 to the right, improve=1.333333, (0 missing)
      c7 < 4242.857 to the left,  improve=1.333333, (0 missing)

Node number 58143: 31 observations,    complexity param=0.0001063603
  predicted class=open    expected loss=0.03225806  P(node) =0.002962255
    class counts:     1    30
   probabilities: 0.032 0.968 
  left son=116286 (2 obs) right son=116287 (29 obs)
  Primary splits:
      c3  < 4020.489 to the right, improve=0.9354839, (0 missing)
      c12 < 4205.789 to the left,  improve=0.6021505, (0 missing)
      c6  < 4342.189 to the right, improve=0.3354839, (0 missing)
      c5  < 4110.156 to the right, improve=0.2211982, (0 missing)
      c11 < 4199.68  to the right, improve=0.2211982, (0 missing)

Node number 58146: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 58147: 2 observations
  predicted class=open    expected loss=0  P(node) =0.0001911132
    class counts:     0     2
   probabilities: 0.000 1.000 

Node number 58150: 101 observations,    complexity param=0.001010423
  predicted class=closed  expected loss=0.4653465  P(node) =0.009651218
    class counts:    54    47
   probabilities: 0.535 0.465 
  left son=116300 (42 obs) right son=116301 (59 obs)
  Primary splits:
      c9  < 4199.969 to the right, improve=4.639992, (0 missing)
      c16 < 4342.52  to the right, improve=4.041376, (0 missing)
      c13 < 4273.068 to the right, improve=3.525508, (0 missing)
      c1  < 4299.486 to the right, improve=3.511747, (0 missing)
      c11 < 4186.549 to the left,  improve=3.374268, (0 missing)
  Surrogate splits:
      c10 < 4611.583 to the right, agree=0.723, adj=0.333, (0 split)
      c7  < 4227.751 to the right, agree=0.663, adj=0.190, (0 split)
      c11 < 4200.907 to the right, agree=0.663, adj=0.190, (0 split)
      c1  < 4289.274 to the left,  agree=0.644, adj=0.143, (0 split)
      c5  < 4112.655 to the left,  agree=0.634, adj=0.119, (0 split)

Node number 58151: 8 observations
  predicted class=open    expected loss=0  P(node) =0.0007644529
    class counts:     0     8
   probabilities: 0.000 1.000 

Node number 58152: 11 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.09090909  P(node) =0.001051123
    class counts:    10     1
   probabilities: 0.909 0.091 
  left son=116304 (10 obs) right son=116305 (1 obs)
  Primary splits:
      c1 < 4283.327 to the left,  improve=1.8181820, (0 missing)
      c3 < 4013.462 to the left,  improve=1.8181820, (0 missing)
      c2 < 4243.129 to the right, improve=0.8181818, (0 missing)
      c5 < 4111.659 to the right, improve=0.8181818, (0 missing)
      c7 < 4212.907 to the right, improve=0.8181818, (0 missing)

Node number 58153: 2 observations
  predicted class=open    expected loss=0  P(node) =0.0001911132
    class counts:     0     2
   probabilities: 0.000 1.000 

Node number 58154: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 58155: 5 observations
  predicted class=open    expected loss=0  P(node) =0.0004777831
    class counts:     0     5
   probabilities: 0.000 1.000 

Node number 58158: 3 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.3333333  P(node) =0.0002866699
    class counts:     2     1
   probabilities: 0.667 0.333 
  left son=116316 (2 obs) right son=116317 (1 obs)
  Primary splits:
      c1 < 4278.669 to the left,  improve=1.333333, (0 missing)
      c2 < 4251.926 to the left,  improve=1.333333, (0 missing)
      c3 < 4008.851 to the left,  improve=1.333333, (0 missing)
      c6 < 4334.001 to the right, improve=1.333333, (0 missing)
      c7 < 4237.13  to the left,  improve=1.333333, (0 missing)

Node number 58159: 48 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.125  P(node) =0.004586718
    class counts:     6    42
   probabilities: 0.125 0.875 
  left son=116318 (1 obs) right son=116319 (47 obs)
  Primary splits:
      c6  < 4320.621 to the left,  improve=1.5638300, (0 missing)
      c10 < 4627.606 to the right, improve=1.5638300, (0 missing)
      c16 < 4362.361 to the right, improve=1.5638300, (0 missing)
      c11 < 4192.7   to the left,  improve=1.2005440, (0 missing)
      c15 < 4593.805 to the left,  improve=0.9827586, (0 missing)

Node number 58160: 28 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.1428571  P(node) =0.002675585
    class counts:    24     4
   probabilities: 0.857 0.143 
  left son=116320 (24 obs) right son=116321 (4 obs)
  Primary splits:
      c8 < 4082.793 to the left,  improve=1.1904760, (0 missing)
      c4 < 4612.949 to the left,  improve=0.9624060, (0 missing)
      c7 < 4237.05  to the right, improve=0.8571429, (0 missing)
      c1 < 4298.697 to the left,  improve=0.8049689, (0 missing)
      c6 < 4344.069 to the left,  improve=0.8049689, (0 missing)

Node number 58161: 3 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.3333333  P(node) =0.0002866699
    class counts:     1     2
   probabilities: 0.333 0.667 
  left son=116322 (1 obs) right son=116323 (2 obs)
  Primary splits:
      c3 < 4003.989 to the right, improve=1.333333, (0 missing)
      c4 < 4611.116 to the right, improve=1.333333, (0 missing)
      c5 < 4123.407 to the right, improve=1.333333, (0 missing)
      c6 < 4335.169 to the right, improve=1.333333, (0 missing)
      c7 < 4244.289 to the right, improve=1.333333, (0 missing)

Node number 58162: 4 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.25  P(node) =0.0003822265
    class counts:     3     1
   probabilities: 0.750 0.250 
  left son=116324 (3 obs) right son=116325 (1 obs)
  Primary splits:
      c1  < 4280.56  to the right, improve=1.5, (0 missing)
      c2  < 4259.799 to the left,  improve=1.5, (0 missing)
      c4  < 4615.042 to the left,  improve=1.5, (0 missing)
      c9  < 4217.375 to the left,  improve=1.5, (0 missing)
      c12 < 4218.65  to the right, improve=1.5, (0 missing)

Node number 58163: 6 observations
  predicted class=open    expected loss=0  P(node) =0.0005733397
    class counts:     0     6
   probabilities: 0.000 1.000 

Node number 58164: 15 observations,    complexity param=0.0004254414
  predicted class=closed  expected loss=0.3333333  P(node) =0.001433349
    class counts:    10     5
   probabilities: 0.667 0.333 
  left son=116328 (6 obs) right son=116329 (9 obs)
  Primary splits:
      c10 < 4614.062 to the left,  improve=2.222222, (0 missing)
      c2  < 4265.638 to the left,  improve=2.051282, (0 missing)
      c6  < 4318.52  to the right, improve=2.051282, (0 missing)
      c15 < 4617.915 to the left,  improve=2.051282, (0 missing)
      c3  < 3995.2   to the right, improve=1.488095, (0 missing)
  Surrogate splits:
      c3  < 3995.2   to the right, agree=0.867, adj=0.667, (0 split)
      c9  < 4204.218 to the left,  agree=0.867, adj=0.667, (0 split)
      c13 < 4282.29  to the left,  agree=0.800, adj=0.500, (0 split)
      c16 < 4356.122 to the right, agree=0.800, adj=0.500, (0 split)
      c1  < 4305.983 to the right, agree=0.733, adj=0.333, (0 split)

Node number 58165: 8 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.125  P(node) =0.0007644529
    class counts:     1     7
   probabilities: 0.125 0.875 
  left son=116330 (1 obs) right son=116331 (7 obs)
  Primary splits:
      c2  < 4266.419 to the right, improve=1.7500000, (0 missing)
      c4  < 4614.384 to the right, improve=1.7500000, (0 missing)
      c11 < 4202.604 to the left,  improve=0.7500000, (0 missing)
      c16 < 4361.177 to the right, improve=0.7500000, (0 missing)
      c1  < 4299.363 to the right, improve=0.4166667, (0 missing)

Node number 58170: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 58171: 2 observations
  predicted class=open    expected loss=0  P(node) =0.0001911132
    class counts:     0     2
   probabilities: 0.000 1.000 

Node number 58172: 28 observations,    complexity param=0.0006381621
  predicted class=closed  expected loss=0.3571429  P(node) =0.002675585
    class counts:    18    10
   probabilities: 0.643 0.357 
  left son=116344 (10 obs) right son=116345 (18 obs)
  Primary splits:
      c15 < 4599.346 to the right, improve=3.968254, (0 missing)
      c5  < 4127.84  to the left,  improve=2.777143, (0 missing)
      c9  < 4184.674 to the right, improve=2.387578, (0 missing)
      c2  < 4244.936 to the left,  improve=1.948052, (0 missing)
      c7  < 4205.558 to the right, improve=1.780220, (0 missing)
  Surrogate splits:
      c4  < 4603.397 to the left,  agree=0.821, adj=0.5, (0 split)
      c7  < 4225.972 to the right, agree=0.821, adj=0.5, (0 split)
      c16 < 4354.327 to the right, agree=0.821, adj=0.5, (0 split)
      c2  < 4241.453 to the left,  agree=0.750, adj=0.3, (0 split)
      c8  < 4081.768 to the right, agree=0.750, adj=0.3, (0 split)

Node number 58173: 49 observations,    complexity param=0.0004254414
  predicted class=open    expected loss=0.2244898  P(node) =0.004682274
    class counts:    11    38
   probabilities: 0.224 0.776 
  left son=116346 (2 obs) right son=116347 (47 obs)
  Primary splits:
      c5  < 4127.82  to the right, improve=2.508033, (0 missing)
      c11 < 4186.894 to the right, improve=2.508033, (0 missing)
      c15 < 4590.848 to the left,  improve=2.131224, (0 missing)
      c8  < 4076.626 to the left,  improve=1.833154, (0 missing)
      c1  < 4300.873 to the left,  improve=1.601765, (0 missing)

Node number 58174: 3 observations
  predicted class=closed  expected loss=0  P(node) =0.0002866699
    class counts:     3     0
   probabilities: 1.000 0.000 

Node number 58175: 169 observations,    complexity param=0.0004786216
  predicted class=open    expected loss=0.1775148  P(node) =0.01614907
    class counts:    30   139
   probabilities: 0.178 0.822 
  left son=116350 (2 obs) right son=116351 (167 obs)
  Primary splits:
      c16 < 4332.559 to the left,  improve=2.738334, (0 missing)
      c15 < 4593.538 to the left,  improve=2.083363, (0 missing)
      c12 < 4229.971 to the left,  improve=1.871736, (0 missing)
      c11 < 4205.208 to the left,  improve=1.529104, (0 missing)
      c5  < 4135.533 to the right, improve=1.477563, (0 missing)

Node number 58176: 34 observations
  predicted class=closed  expected loss=0  P(node) =0.003248925
    class counts:    34     0
   probabilities: 1.000 0.000 

Node number 58177: 2 observations,    complexity param=0.0001063603
  predicted class=closed  expected loss=0.5  P(node) =0.0001911132
    class counts:     1     1
   probabilities: 0.500 0.500 
  left son=116354 (1 obs) right son=116355 (1 obs)
  Primary splits:
      c1 < 4292.757 to the left,  improve=1, (0 missing)
      c2 < 4260.544 to the left,  improve=1, (0 missing)
      c3 < 3979.709 to the left,  improve=1, (0 missing)
      c4 < 4623.441 to the right, improve=1, (0 missing)
      c5 < 4108.459 to the left,  improve=1, (0 missing)

Node number 58184: 7 observations
  predicted class=closed  expected loss=0  P(node) =0.0006688963
    class counts:     7     0
   probabilities: 1.000 0.000 

Node number 58185: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 58208: 95 observations,    complexity param=0.0006381621
  predicted class=closed  expected loss=0.2842105  P(node) =0.009077879
    class counts:    68    27
   probabilities: 0.716 0.284 
  left son=116416 (92 obs) right son=116417 (3 obs)
  Primary splits:
      c10 < 4590.282 to the right, improve=3.174371, (0 missing)
      c2  < 4264.766 to the right, improve=2.686845, (0 missing)
      c1  < 4310.557 to the left,  improve=2.093492, (0 missing)
      c4  < 4622.863 to the left,  improve=2.093492, (0 missing)
      c6  < 4328.74  to the right, improve=2.068216, (0 missing)

Node number 58209: 3 observations
  predicted class=open    expected loss=0  P(node) =0.0002866699
    class counts:     0     3
   probabilities: 0.000 1.000 

Node number 58210: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 58211: 5 observations
  predicted class=open    expected loss=0  P(node) =0.0004777831
    class counts:     0     5
   probabilities: 0.000 1.000 

Node number 58212: 99 observations,    complexity param=0.001542225
  predicted class=closed  expected loss=0.4343434  P(node) =0.009460105
    class counts:    56    43
   probabilities: 0.566 0.434 
  left son=116424 (35 obs) right son=116425 (64 obs)
  Primary splits:
      c15 < 4595.247 to the left,  improve=4.584858, (0 missing)
      c5  < 4102.036 to the right, improve=4.090909, (0 missing)
      c6  < 4338.885 to the left,  improve=3.793523, (0 missing)
      c4  < 4621.546 to the left,  improve=3.464646, (0 missing)
      c2  < 4256.077 to the left,  improve=3.340909, (0 missing)
  Surrogate splits:
      c7  < 4216.591 to the left,  agree=0.717, adj=0.200, (0 split)
      c9  < 4179.092 to the left,  agree=0.687, adj=0.114, (0 split)
      c11 < 4185.004 to the left,  agree=0.687, adj=0.114, (0 split)
      c12 < 4227.148 to the left,  agree=0.687, adj=0.114, (0 split)
      c13 < 4268.65  to the left,  agree=0.687, adj=0.114, (0 split)

Node number 58213: 7 observations
  predicted class=open    expected loss=0  P(node) =0.0006688963
    class counts:     0     7
   probabilities: 0.000 1.000 

Node number 58214: 4 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.25  P(node) =0.0003822265
    class counts:     3     1
   probabilities: 0.750 0.250 
  left son=116428 (3 obs) right son=116429 (1 obs)
  Primary splits:
      c3  < 4007.441 to the left,  improve=1.5, (0 missing)
      c4  < 4621.617 to the left,  improve=1.5, (0 missing)
      c6  < 4331.823 to the right, improve=1.5, (0 missing)
      c10 < 4592.954 to the right, improve=1.5, (0 missing)
      c12 < 4239.627 to the left,  improve=1.5, (0 missing)

Node number 58215: 34 observations,    complexity param=0.000319081
  predicted class=open    expected loss=0.1470588  P(node) =0.003248925
    class counts:     5    29
   probabilities: 0.147 0.853 
  left son=116430 (13 obs) right son=116431 (21 obs)
  Primary splits:
      c10 < 4616.14  to the right, improve=2.375566, (0 missing)
      c11 < 4187.759 to the left,  improve=1.776724, (0 missing)
      c1  < 4290.202 to the left,  improve=1.499109, (0 missing)
      c2  < 4238.962 to the left,  improve=1.499109, (0 missing)
      c4  < 4615.736 to the left,  improve=1.499109, (0 missing)
  Surrogate splits:
      c9  < 4202.197 to the right, agree=0.765, adj=0.385, (0 split)
      c7  < 4235.99  to the right, agree=0.735, adj=0.308, (0 split)
      c12 < 4229.089 to the left,  agree=0.706, adj=0.231, (0 split)
      c16 < 4358.98  to the right, agree=0.706, adj=0.231, (0 split)
      c3  < 3991.363 to the left,  agree=0.676, adj=0.154, (0 split)

Node number 58216: 9 observations
  predicted class=closed  expected loss=0  P(node) =0.0008600096
    class counts:     9     0
   probabilities: 1.000 0.000 

Node number 58217: 2 observations
  predicted class=open    expected loss=0  P(node) =0.0001911132
    class counts:     0     2
   probabilities: 0.000 1.000 

Node number 58218: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 58219: 9 observations
  predicted class=open    expected loss=0  P(node) =0.0008600096
    class counts:     0     9
   probabilities: 0.000 1.000 

Node number 58222: 20 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.3  P(node) =0.001911132
    class counts:     6    14
   probabilities: 0.300 0.700 
  left son=116444 (2 obs) right son=116445 (18 obs)
  Primary splits:
      c11 < 4188.487 to the left,  improve=2.177778, (0 missing)
      c16 < 4355.708 to the right, improve=2.137374, (0 missing)
      c1  < 4293.245 to the left,  improve=1.600000, (0 missing)
      c2  < 4265.075 to the left,  improve=1.542857, (0 missing)
      c4  < 4618.647 to the right, improve=1.542857, (0 missing)
  Surrogate splits:
      c13 < 4268.038 to the left,  agree=0.95, adj=0.5, (0 split)

Node number 58223: 64 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.046875  P(node) =0.006115624
    class counts:     3    61
   probabilities: 0.047 0.953 
  left son=116446 (18 obs) right son=116447 (46 obs)
  Primary splits:
      c2  < 4268.013 to the right, improve=0.7187500, (0 missing)
      c16 < 4361.005 to the right, improve=0.6440025, (0 missing)
      c1  < 4305.785 to the right, improve=0.5557870, (0 missing)
      c5  < 4123.853 to the right, improve=0.2642045, (0 missing)
      c13 < 4280.321 to the right, improve=0.2642045, (0 missing)
  Surrogate splits:
      c1  < 4304.247 to the right, agree=0.797, adj=0.278, (0 split)
      c11 < 4223.787 to the right, agree=0.766, adj=0.167, (0 split)
      c3  < 4008.659 to the right, agree=0.750, adj=0.111, (0 split)
      c5  < 4138.648 to the right, agree=0.750, adj=0.111, (0 split)
      c6  < 4360.234 to the right, agree=0.750, adj=0.111, (0 split)

Node number 58224: 58 observations,    complexity param=0.0008508828
  predicted class=closed  expected loss=0.3448276  P(node) =0.005542284
    class counts:    38    20
   probabilities: 0.655 0.345 
  left son=116448 (40 obs) right son=116449 (18 obs)
  Primary splits:
      c2  < 4258.649 to the left,  improve=3.701341, (0 missing)
      c5  < 4096.433 to the left,  improve=3.598201, (0 missing)
      c7  < 4232.44  to the left,  improve=3.380642, (0 missing)
      c12 < 4226.118 to the right, improve=2.385779, (0 missing)
      c15 < 4586.115 to the left,  improve=2.135468, (0 missing)
  Surrogate splits:
      c3  < 3993.424 to the left,  agree=0.776, adj=0.278, (0 split)
      c11 < 4184.84  to the right, agree=0.759, adj=0.222, (0 split)
      c13 < 4278.833 to the left,  agree=0.741, adj=0.167, (0 split)
      c6  < 4324.949 to the right, agree=0.724, adj=0.111, (0 split)
      c15 < 4574.229 to the right, agree=0.724, adj=0.111, (0 split)

Node number 58225: 7 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.1428571  P(node) =0.0006688963
    class counts:     1     6
   probabilities: 0.143 0.857 
  left son=116450 (1 obs) right son=116451 (6 obs)
  Primary splits:
      c6  < 4327.985 to the left,  improve=1.714286, (0 missing)
      c11 < 4193.361 to the right, improve=1.714286, (0 missing)
      c13 < 4273.592 to the right, improve=1.714286, (0 missing)
      c15 < 4572.498 to the left,  improve=1.714286, (0 missing)
      c16 < 4340.73  to the left,  improve=1.714286, (0 missing)

Node number 58226: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 58227: 10 observations
  predicted class=open    expected loss=0  P(node) =0.0009555662
    class counts:     0    10
   probabilities: 0.000 1.000 

Node number 58228: 23 observations,    complexity param=0.0006381621
  predicted class=closed  expected loss=0.3478261  P(node) =0.002197802
    class counts:    15     8
   probabilities: 0.652 0.348 
  left son=116456 (10 obs) right son=116457 (13 obs)
  Primary splits:
      c13 < 4270.112 to the right, improve=4.280936, (0 missing)
      c9  < 4203.696 to the right, improve=1.964194, (0 missing)
      c1  < 4289.001 to the left,  improve=1.863354, (0 missing)
      c3  < 4017.064 to the left,  improve=1.863354, (0 missing)
      c5  < 4109.965 to the right, improve=1.863354, (0 missing)
  Surrogate splits:
      c9 < 4203.696 to the right, agree=0.826, adj=0.6, (0 split)
      c1 < 4286.679 to the right, agree=0.696, adj=0.3, (0 split)
      c2 < 4258.96  to the right, agree=0.696, adj=0.3, (0 split)
      c4 < 4620.392 to the left,  agree=0.696, adj=0.3, (0 split)
      c5 < 4123.172 to the right, agree=0.696, adj=0.3, (0 split)

Node number 58229: 63 observations,    complexity param=0.0004254414
  predicted class=open    expected loss=0.2380952  P(node) =0.006020067
    class counts:    15    48
   probabilities: 0.238 0.762 
  left son=116458 (31 obs) right son=116459 (32 obs)
  Primary splits:
      c12 < 4228.914 to the right, improve=2.709965, (0 missing)
      c2  < 4267.731 to the right, improve=2.436090, (0 missing)
      c9  < 4170.87  to the left,  improve=2.398126, (0 missing)
      c4  < 4620.509 to the left,  improve=2.285714, (0 missing)
      c1  < 4274.833 to the right, improve=2.232143, (0 missing)
  Surrogate splits:
      c8  < 4062.072 to the left,  agree=0.667, adj=0.323, (0 split)
      c6  < 4340.205 to the left,  agree=0.619, adj=0.226, (0 split)
      c10 < 4618.219 to the left,  agree=0.619, adj=0.226, (0 split)
      c1  < 4278.873 to the right, agree=0.603, adj=0.194, (0 split)
      c3  < 4016.817 to the left,  agree=0.603, adj=0.194, (0 split)

Node number 58230: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 58231: 41 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.04878049  P(node) =0.003917821
    class counts:     2    39
   probabilities: 0.049 0.951 
  left son=116462 (1 obs) right son=116463 (40 obs)
  Primary splits:
      c5  < 4137.784 to the right, improve=1.8548780, (0 missing)
      c16 < 4332.956 to the left,  improve=0.8561601, (0 missing)
      c2  < 4268.041 to the right, improve=0.5241763, (0 missing)
      c4  < 4615.673 to the left,  improve=0.5241763, (0 missing)
      c10 < 4625.077 to the right, improve=0.5241763, (0 missing)

Node number 58232: 9 observations
  predicted class=closed  expected loss=0  P(node) =0.0008600096
    class counts:     9     0
   probabilities: 1.000 0.000 

Node number 58233: 2 observations
  predicted class=open    expected loss=0  P(node) =0.0001911132
    class counts:     0     2
   probabilities: 0.000 1.000 

Node number 58234: 3 observations
  predicted class=closed  expected loss=0  P(node) =0.0002866699
    class counts:     3     0
   probabilities: 1.000 0.000 

Node number 58235: 12 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.08333333  P(node) =0.001146679
    class counts:     1    11
   probabilities: 0.083 0.917 
  left son=116470 (1 obs) right son=116471 (11 obs)
  Primary splits:
      c1 < 4288.324 to the right, improve=1.833333, (0 missing)
      c4 < 4623.285 to the right, improve=1.833333, (0 missing)
      c5 < 4123.546 to the right, improve=1.833333, (0 missing)
      c6 < 4349.402 to the right, improve=1.833333, (0 missing)
      c7 < 4268.972 to the right, improve=1.833333, (0 missing)

Node number 58236: 4 observations
  predicted class=closed  expected loss=0  P(node) =0.0003822265
    class counts:     4     0
   probabilities: 1.000 0.000 

Node number 58237: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 58238: 27 observations,    complexity param=0.0004254414
  predicted class=open    expected loss=0.3703704  P(node) =0.002580029
    class counts:    10    17
   probabilities: 0.370 0.630 
  left son=116476 (10 obs) right son=116477 (17 obs)
  Primary splits:
      c8  < 4067.129 to the left,  improve=3.451416, (0 missing)
      c10 < 4631.488 to the left,  improve=3.306878, (0 missing)
      c9  < 4198.003 to the left,  improve=2.675926, (0 missing)
      c13 < 4268.939 to the right, improve=2.116402, (0 missing)
      c15 < 4593.097 to the left,  improve=1.959259, (0 missing)
  Surrogate splits:
      c5  < 4116.197 to the right, agree=0.778, adj=0.4, (0 split)
      c1  < 4282.707 to the right, agree=0.741, adj=0.3, (0 split)
      c12 < 4241.908 to the right, agree=0.741, adj=0.3, (0 split)
      c2  < 4244.312 to the left,  agree=0.704, adj=0.2, (0 split)
      c6  < 4341.868 to the right, agree=0.704, adj=0.2, (0 split)

Node number 58239: 260 observations,    complexity param=0.000319081
  predicted class=open    expected loss=0.1230769  P(node) =0.02484472
    class counts:    32   228
   probabilities: 0.123 0.877 
  left son=116478 (7 obs) right son=116479 (253 obs)
  Primary splits:
      c3  < 4019.952 to the right, improve=2.892134, (0 missing)
      c7  < 4208.928 to the left,  improve=2.319155, (0 missing)
      c16 < 4358.809 to the right, improve=2.019869, (0 missing)
      c15 < 4631.163 to the right, improve=1.793635, (0 missing)
      c9  < 4178.544 to the left,  improve=1.793635, (0 missing)
  Surrogate splits:
      c6 < 4358.014 to the right, agree=0.981, adj=0.286, (0 split)

Node number 58362: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 58363: 6 observations
  predicted class=open    expected loss=0  P(node) =0.0005733397
    class counts:     0     6
   probabilities: 0.000 1.000 

Node number 58364: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 58365: 2 observations
  predicted class=open    expected loss=0  P(node) =0.0001911132
    class counts:     0     2
   probabilities: 0.000 1.000 

Node number 58366: 51 observations,    complexity param=0.0001063603
  predicted class=open    expected loss=0.05882353  P(node) =0.004873387
    class counts:     3    48
   probabilities: 0.059 0.941 
  left son=116732 (1 obs) right son=116733 (50 obs)
  Primary splits:
      c12 < 4236.87  to the left,  improve=1.8070590, (0 missing)
      c5  < 4135.548 to the right, improve=0.6935705, (0 missing)
      c16 < 4341.872 to the left,  improve=0.4958393, (0 missing)
      c8  < 4059.088 to the left,  improve=0.4803922, (0 missing)
      c1  < 4284.139 to the left,  improve=0.3650075, (0 missing)

Node number 58367: 94 observations
  predicted class=open    expected loss=0  P(node) =0.008982322
    class counts:     0    94
   probabilities: 0.000 1.000 

Node number 61436: 48 observations,    complexity param=0.000319081
  predicted class=open    expected loss=0.2291667  P(node) =0.004586718
    class counts:    11    37
   probabilities: 0.229 0.771 
  left son=122872 (5 obs) right son=122873 (43 obs)
  Primary splits:
      c8  < 4062.337 to the right, improve=6.632752, (0 missing)
      c10 < 4620.756 to the right, improve=5.208333, (0 missing)
      c3  < 3983.34  to the left,  improve=2.855139, (0 missing)
      c1  < 4266.799 to the right, improve=2.520833, (0 missing)
      c12 < 4219.598 to the left,  improve=2.461364, (0 missing)

Node number 61437: 111 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.05405405  P(node) =0.01060678
    class counts:     6   105
   probabilities: 0.054 0.946 
  left son=122874 (3 obs) right son=122875 (108 obs)
  Primary splits:
      c13 < 4248.667 to the left,  improve=2.3143140, (0 missing)
      c16 < 4324.37  to the left,  improve=1.8058970, (0 missing)
      c11 < 4171.677 to the left,  improve=1.6504170, (0 missing)
      c5  < 4093.046 to the left,  improve=0.8100669, (0 missing)
      c2  < 4230.301 to the left,  improve=0.8019008, (0 missing)

Node number 61438: 15 observations,    complexity param=0.0001063603
  predicted class=open    expected loss=0.06666667  P(node) =0.001433349
    class counts:     1    14
   probabilities: 0.067 0.933 
  left son=122876 (1 obs) right son=122877 (14 obs)
  Primary splits:
      c7  < 4210.275 to the right, improve=1.8666670, (0 missing)
      c9  < 4173.965 to the right, improve=1.8666670, (0 missing)
      c12 < 4207.351 to the left,  improve=1.8666670, (0 missing)
      c4  < 4618.86  to the right, improve=0.8666667, (0 missing)
      c13 < 4254.269 to the right, improve=0.8666667, (0 missing)

Node number 61439: 199 observations
  predicted class=open    expected loss=0  P(node) =0.01901577
    class counts:     0   199
   probabilities: 0.000 1.000 

Node number 63556: 13 observations,    complexity param=0.0001063603
  predicted class=closed  expected loss=0.07692308  P(node) =0.001242236
    class counts:    12     1
   probabilities: 0.923 0.077 
  left son=127112 (11 obs) right son=127113 (2 obs)
  Primary splits:
      c6  < 4335.235 to the right, improve=0.8461538, (0 missing)
      c2  < 4243.132 to the right, improve=0.5128205, (0 missing)
      c5  < 4102.023 to the right, improve=0.5128205, (0 missing)
      c8  < 4092.018 to the right, improve=0.5128205, (0 missing)
      c11 < 4208.379 to the left,  improve=0.5128205, (0 missing)

Node number 63557: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 63558: 3 observations
  predicted class=closed  expected loss=0  P(node) =0.0002866699
    class counts:     3     0
   probabilities: 1.000 0.000 

Node number 63559: 6 observations
  predicted class=open    expected loss=0  P(node) =0.0005733397
    class counts:     0     6
   probabilities: 0.000 1.000 

Node number 63708: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 63709: 2 observations
  predicted class=open    expected loss=0  P(node) =0.0001911132
    class counts:     0     2
   probabilities: 0.000 1.000 

Node number 63714: 10 observations,    complexity param=0.0002836276
  predicted class=closed  expected loss=0.3  P(node) =0.0009555662
    class counts:     7     3
   probabilities: 0.700 0.300 
  left son=127428 (4 obs) right son=127429 (6 obs)
  Primary splits:
      c4  < 4628.565 to the right, improve=1.200000, (0 missing)
      c15 < 4596.804 to the right, improve=1.200000, (0 missing)
      c9  < 4211.574 to the left,  improve=1.152381, (0 missing)
      c2  < 4258.102 to the right, improve=1.088889, (0 missing)
      c6  < 4344.722 to the left,  improve=1.088889, (0 missing)
  Surrogate splits:
      c3  < 3997.102 to the right, agree=0.9, adj=0.75, (0 split)
      c15 < 4600.363 to the right, agree=0.9, adj=0.75, (0 split)
      c8  < 4088.799 to the right, agree=0.8, adj=0.50, (0 split)
      c9  < 4204.829 to the left,  agree=0.8, adj=0.50, (0 split)
      c12 < 4228.934 to the left,  agree=0.8, adj=0.50, (0 split)

Node number 63715: 5 observations
  predicted class=open    expected loss=0  P(node) =0.0004777831
    class counts:     0     5
   probabilities: 0.000 1.000 

Node number 64502: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 64503: 63 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.07936508  P(node) =0.006020067
    class counts:     5    58
   probabilities: 0.079 0.921 
  left son=129006 (1 obs) right son=129007 (62 obs)
  Primary splits:
      c15 < 4565.942 to the left,  improve=1.7224780, (0 missing)
      c10 < 4604.444 to the left,  improve=0.7309394, (0 missing)
      c5  < 4111.191 to the right, improve=0.7215007, (0 missing)
      c13 < 4274.532 to the left,  improve=0.6769374, (0 missing)
      c8  < 4087.334 to the right, improve=0.6349206, (0 missing)

Node number 64508: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 64509: 9 observations
  predicted class=open    expected loss=0  P(node) =0.0008600096
    class counts:     0     9
   probabilities: 0.000 1.000 

Node number 64956: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 64957: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 64958: 4 observations,    complexity param=0.0001063603
  predicted class=open    expected loss=0.25  P(node) =0.0003822265
    class counts:     1     3
   probabilities: 0.250 0.750 
  left son=129916 (1 obs) right son=129917 (3 obs)
  Primary splits:
      c6  < 4335.34  to the right, improve=1.5, (0 missing)
      c7  < 4227.191 to the left,  improve=1.5, (0 missing)
      c8  < 4061.119 to the right, improve=1.5, (0 missing)
      c10 < 4624.088 to the right, improve=1.5, (0 missing)
      c11 < 4192.448 to the left,  improve=1.5, (0 missing)

Node number 64959: 23 observations
  predicted class=open    expected loss=0  P(node) =0.002197802
    class counts:     0    23
   probabilities: 0.000 1.000 

Node number 65516: 7 observations,    complexity param=0.0002659009
  predicted class=closed  expected loss=0.4285714  P(node) =0.0006688963
    class counts:     4     3
   probabilities: 0.571 0.429 
  left son=131032 (4 obs) right son=131033 (3 obs)
  Primary splits:
      c3  < 4010.141 to the left,  improve=3.428571, (0 missing)
      c5  < 4125.868 to the right, improve=1.928571, (0 missing)
      c8  < 4059.179 to the right, improve=1.928571, (0 missing)
      c13 < 4266.286 to the right, improve=1.928571, (0 missing)
      c16 < 4341.972 to the right, improve=1.928571, (0 missing)
  Surrogate splits:
      c5  < 4125.868 to the right, agree=0.857, adj=0.667, (0 split)
      c7  < 4222.332 to the right, agree=0.857, adj=0.667, (0 split)
      c8  < 4059.179 to the right, agree=0.857, adj=0.667, (0 split)
      c13 < 4266.286 to the right, agree=0.857, adj=0.667, (0 split)
      c16 < 4341.972 to the right, agree=0.857, adj=0.667, (0 split)

Node number 65517: 8 observations
  predicted class=open    expected loss=0  P(node) =0.0007644529
    class counts:     0     8
   probabilities: 0.000 1.000 

Node number 65518: 2 observations,    complexity param=0.0001701766
  predicted class=closed  expected loss=0.5  P(node) =0.0001911132
    class counts:     1     1
   probabilities: 0.500 0.500 
  left son=131036 (1 obs) right son=131037 (1 obs)
  Primary splits:
      c1 < 4270.035 to the right, improve=1, (0 missing)
      c2 < 4273.204 to the left,  improve=1, (0 missing)
      c3 < 3995.568 to the left,  improve=1, (0 missing)
      c4 < 4628.636 to the left,  improve=1, (0 missing)
      c5 < 4122.148 to the left,  improve=1, (0 missing)

Node number 65519: 127 observations,    complexity param=0.0001701766
  predicted class=open    expected loss=0.03149606  P(node) =0.01213569
    class counts:     4   123
   probabilities: 0.031 0.969 
  left son=131038 (21 obs) right son=131039 (106 obs)
  Primary splits:
      c5  < 4102.971 to the left,  improve=0.6240423, (0 missing)
      c3  < 3980.47  to the left,  improve=0.5480315, (0 missing)
      c7  < 4232.141 to the right, improve=0.5285193, (0 missing)
      c6  < 4336.05  to the left,  improve=0.4922175, (0 missing)
      c16 < 4347.912 to the right, improve=0.4876393, (0 missing)
  Surrogate splits:
      c2  < 4233.907 to the left,  agree=0.858, adj=0.143, (0 split)
      c1  < 4258.487 to the left,  agree=0.850, adj=0.095, (0 split)
      c10 < 4627.008 to the right, agree=0.843, adj=0.048, (0 split)

Node number 65524: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 65525: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 65530: 16 observations,    complexity param=0.0001595405
  predicted class=open    expected loss=0.25  P(node) =0.001528906
    class counts:     4    12
   probabilities: 0.250 0.750 
  left son=131060 (2 obs) right son=131061 (14 obs)
  Primary splits:
      c2  < 4249.03  to the left,  improve=2.571429, (0 missing)
      c3  < 3978.228 to the left,  improve=2.571429, (0 missing)
      c6  < 4330.891 to the left,  improve=2.571429, (0 missing)
      c12 < 4244.017 to the right, improve=2.571429, (0 missing)
      c5  < 4108.381 to the left,  improve=1.781818, (0 missing)
  Surrogate splits:
      c12 < 4244.017 to the right, agree=1.000, adj=1.0, (0 split)
      c4  < 4626.944 to the left,  agree=0.938, adj=0.5, (0 split)

Node number 65531: 93 observations,    complexity param=0.0001063603
  predicted class=open    expected loss=0.03225806  P(node) =0.008886765
    class counts:     3    90
   probabilities: 0.032 0.968 
  left son=131062 (2 obs) right son=131063 (91 obs)
  Primary splits:
      c11 < 4225.37  to the right, improve=0.8943637, (0 missing)
      c6  < 4359.804 to the right, improve=0.5620072, (0 missing)
      c16 < 4360.055 to the right, improve=0.4031966, (0 missing)
      c8  < 4066.031 to the left,  improve=0.3064516, (0 missing)
      c1  < 4300.582 to the right, improve=0.2545313, (0 missing)

Node number 65532: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 65533: 2 observations
  predicted class=open    expected loss=0  P(node) =0.0001911132
    class counts:     0     2
   probabilities: 0.000 1.000 

Node number 65534: 31 observations,    complexity param=0.0001063603
  predicted class=open    expected loss=0.06451613  P(node) =0.002962255
    class counts:     2    29
   probabilities: 0.065 0.935 
  left son=131068 (1 obs) right son=131069 (30 obs)
  Primary splits:
      c11 < 4213.674 to the left,  improve=1.8086020, (0 missing)
      c13 < 4264.798 to the left,  improve=1.8086020, (0 missing)
      c6  < 4358.028 to the right, improve=0.8109010, (0 missing)
      c7  < 4229.131 to the left,  improve=0.6308244, (0 missing)
      c3  < 4018.263 to the right, improve=0.5419355, (0 missing)

Node number 65535: 259 observations
  predicted class=open    expected loss=0  P(node) =0.02474916
    class counts:     0   259
   probabilities: 0.000 1.000 

Node number 90240: 89 observations,    complexity param=0.0001063603
  predicted class=closed  expected loss=0.02247191  P(node) =0.008504539
    class counts:    87     2
   probabilities: 0.978 0.022 
  left son=180480 (74 obs) right son=180481 (15 obs)
  Primary splits:
      c5  < 4138.095 to the left,  improve=0.4434457, (0 missing)
      c2  < 4294.51  to the left,  improve=0.4336418, (0 missing)
      c7  < 4221.831 to the right, improve=0.3339219, (0 missing)
      c10 < 4598.007 to the right, improve=0.2675421, (0 missing)
      c1  < 4335.797 to the left,  improve=0.1681769, (0 missing)
  Surrogate splits:
      c10 < 4651.417 to the left,  agree=0.854, adj=0.133, (0 split)

Node number 90241: 10 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.3  P(node) =0.0009555662
    class counts:     7     3
   probabilities: 0.700 0.300 
  left son=180482 (6 obs) right son=180483 (4 obs)
  Primary splits:
      c2  < 4282.905 to the right, improve=2.70, (0 missing)
      c6  < 4349.415 to the left,  improve=2.45, (0 missing)
      c13 < 4303.307 to the left,  improve=2.45, (0 missing)
      c5  < 4127.72  to the right, improve=1.80, (0 missing)
      c8  < 4074.368 to the left,  improve=1.80, (0 missing)
  Surrogate splits:
      c4  < 4615.961 to the right, agree=0.9, adj=0.75, (0 split)
      c15 < 4612.244 to the right, agree=0.9, adj=0.75, (0 split)
      c6  < 4349.415 to the left,  agree=0.8, adj=0.50, (0 split)
      c13 < 4303.307 to the left,  agree=0.8, adj=0.50, (0 split)
      c16 < 4378.598 to the right, agree=0.8, adj=0.50, (0 split)

Node number 90248: 34 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.08823529  P(node) =0.003248925
    class counts:    31     3
   probabilities: 0.912 0.088 
  left son=180496 (33 obs) right son=180497 (1 obs)
  Primary splits:
      c11 < 4199.139 to the right, improve=1.7130120, (0 missing)
      c12 < 4215.558 to the right, improve=1.4705880, (0 missing)
      c7  < 4243.439 to the left,  improve=1.1395540, (0 missing)
      c16 < 4385.732 to the left,  improve=1.1395540, (0 missing)
      c4  < 4614.722 to the left,  improve=0.6875195, (0 missing)

Node number 90249: 4 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.25  P(node) =0.0003822265
    class counts:     1     3
   probabilities: 0.250 0.750 
  left son=180498 (1 obs) right son=180499 (3 obs)
  Primary splits:
      c1 < 4343.91  to the right, improve=1.5, (0 missing)
      c2 < 4265.62  to the left,  improve=1.5, (0 missing)
      c3 < 3993.569 to the left,  improve=1.5, (0 missing)
      c5 < 4123.114 to the left,  improve=1.5, (0 missing)
      c6 < 4349.926 to the right, improve=1.5, (0 missing)

Node number 90254: 2 observations
  predicted class=closed  expected loss=0  P(node) =0.0001911132
    class counts:     2     0
   probabilities: 1.000 0.000 

Node number 90255: 9 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.1111111  P(node) =0.0008600096
    class counts:     1     8
   probabilities: 0.111 0.889 
  left son=180510 (1 obs) right son=180511 (8 obs)
  Primary splits:
      c3  < 3997.629 to the left,  improve=1.7777780, (0 missing)
      c5  < 4109.859 to the left,  improve=1.7777780, (0 missing)
      c11 < 4221.534 to the right, improve=1.7777780, (0 missing)
      c16 < 4383.748 to the right, improve=1.7777780, (0 missing)
      c6  < 4347.23  to the right, improve=0.7777778, (0 missing)

Node number 90288: 25 observations,    complexity param=0.0001063603
  predicted class=closed  expected loss=0.04  P(node) =0.002388915
    class counts:    24     1
   probabilities: 0.960 0.040 
  left son=180576 (21 obs) right son=180577 (4 obs)
  Primary splits:
      c8  < 4053.92  to the right, improve=0.4200000, (0 missing)
      c16 < 4381.047 to the left,  improve=0.3200000, (0 missing)
      c12 < 4239.796 to the left,  improve=0.2533333, (0 missing)
      c4  < 4613.636 to the left,  improve=0.2057143, (0 missing)
      c6  < 4324.463 to the right, improve=0.2057143, (0 missing)
  Surrogate splits:
      c15 < 4621.696 to the left,  agree=0.92, adj=0.50, (0 split)
      c5  < 4123.076 to the left,  agree=0.88, adj=0.25, (0 split)

Node number 90289: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 90300: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 90301: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 90370: 12 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.08333333  P(node) =0.001146679
    class counts:    11     1
   probabilities: 0.917 0.083 
  left son=180740 (11 obs) right son=180741 (1 obs)
  Primary splits:
      c3  < 4018.145 to the left,  improve=1.8333330, (0 missing)
      c9  < 4198.234 to the left,  improve=1.8333330, (0 missing)
      c15 < 4614.677 to the left,  improve=1.8333330, (0 missing)
      c4  < 4609.081 to the left,  improve=0.8333333, (0 missing)
      c5  < 4110.999 to the right, improve=0.8333333, (0 missing)

Node number 90371: 2 observations
  predicted class=open    expected loss=0  P(node) =0.0001911132
    class counts:     0     2
   probabilities: 0.000 1.000 

Node number 90412: 5 observations
  predicted class=closed  expected loss=0  P(node) =0.0004777831
    class counts:     5     0
   probabilities: 1.000 0.000 

Node number 90413: 2 observations
  predicted class=open    expected loss=0  P(node) =0.0001911132
    class counts:     0     2
   probabilities: 0.000 1.000 

Node number 92066: 12 observations,    complexity param=0.000319081
  predicted class=closed  expected loss=0.25  P(node) =0.001146679
    class counts:     9     3
   probabilities: 0.750 0.250 
  left son=184132 (6 obs) right son=184133 (6 obs)
  Primary splits:
      c4 < 4608.525 to the left,  improve=1.500000, (0 missing)
      c1 < 4416.854 to the left,  improve=1.227273, (0 missing)
      c3 < 4057.52  to the left,  improve=1.227273, (0 missing)
      c5 < 4152.419 to the left,  improve=1.227273, (0 missing)
      c7 < 4241.917 to the left,  improve=1.227273, (0 missing)
  Surrogate splits:
      c2  < 4278.104 to the right, agree=0.917, adj=0.833, (0 split)
      c6  < 4334.789 to the left,  agree=0.917, adj=0.833, (0 split)
      c1  < 4390.434 to the right, agree=0.833, adj=0.667, (0 split)
      c7  < 4229.686 to the right, agree=0.833, adj=0.667, (0 split)
      c13 < 4297.827 to the right, agree=0.833, adj=0.667, (0 split)

Node number 92067: 11 observations,    complexity param=0.0004254414
  predicted class=open    expected loss=0.2727273  P(node) =0.001051123
    class counts:     3     8
   probabilities: 0.273 0.727 
  left son=184134 (2 obs) right son=184135 (9 obs)
  Primary splits:
      c11 < 4190.743 to the left,  improve=2.585859, (0 missing)
      c6  < 4324.388 to the left,  improve=1.963636, (0 missing)
      c16 < 4387.681 to the right, improve=1.363636, (0 missing)
      c9  < 4183.477 to the left,  improve=1.280303, (0 missing)
      c15 < 4611.925 to the left,  improve=1.280303, (0 missing)
  Surrogate splits:
      c4  < 4606.817 to the right, agree=0.909, adj=0.5, (0 split)
      c9  < 4183.477 to the left,  agree=0.909, adj=0.5, (0 split)
      c15 < 4611.925 to the left,  agree=0.909, adj=0.5, (0 split)

Node number 93184: 58 observations,    complexity param=0.0001063603
  predicted class=closed  expected loss=0.01724138  P(node) =0.005542284
    class counts:    57     1
   probabilities: 0.983 0.017 
  left son=186368 (54 obs) right son=186369 (4 obs)
  Primary splits:
      c10 < 4620.439 to the right, improve=0.4655172, (0 missing)
      c15 < 4633.051 to the left,  improve=0.2155172, (0 missing)
      c2  < 4267.568 to the right, improve=0.1655172, (0 missing)
      c3  < 4007.413 to the right, improve=0.1655172, (0 missing)
      c4  < 4619.303 to the right, improve=0.1655172, (0 missing)

Node number 93185: 6 observations,    complexity param=0.000319081
  predicted class=closed  expected loss=0.5  P(node) =0.0005733397
    class counts:     3     3
   probabilities: 0.500 0.500 
  left son=186370 (3 obs) right son=186371 (3 obs)
  Primary splits:
      c10 < 4627.69  to the left,  improve=3.0, (0 missing)
      c1  < 4304.988 to the right, improve=1.5, (0 missing)
      c3  < 4024.662 to the right, improve=1.5, (0 missing)
      c5  < 4153.504 to the right, improve=1.5, (0 missing)
      c6  < 4342.117 to the left,  improve=1.5, (0 missing)
  Surrogate splits:
      c1 < 4304.988 to the right, agree=0.833, adj=0.667, (0 split)
      c3 < 4024.662 to the right, agree=0.833, adj=0.667, (0 split)
      c5 < 4153.504 to the right, agree=0.833, adj=0.667, (0 split)
      c6 < 4342.117 to the left,  agree=0.833, adj=0.667, (0 split)
      c8 < 4066.558 to the left,  agree=0.833, adj=0.667, (0 split)

Node number 93186: 10 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.2  P(node) =0.0009555662
    class counts:     8     2
   probabilities: 0.800 0.200 
  left son=186372 (7 obs) right son=186373 (3 obs)
  Primary splits:
      c9  < 4217.344 to the left,  improve=1.866667, (0 missing)
      c6  < 4338.5   to the right, improve=1.422222, (0 missing)
      c10 < 4618.679 to the left,  improve=1.422222, (0 missing)
      c11 < 4203.719 to the right, improve=1.422222, (0 missing)
      c4  < 4625.031 to the left,  improve=1.200000, (0 missing)
  Surrogate splits:
      c11 < 4207.242 to the right, agree=0.9, adj=0.667, (0 split)

Node number 93187: 3 observations
  predicted class=open    expected loss=0  P(node) =0.0002866699
    class counts:     0     3
   probabilities: 0.000 1.000 

Node number 93188: 150 observations,    complexity param=0.0004963483
  predicted class=closed  expected loss=0.2866667  P(node) =0.01433349
    class counts:   107    43
   probabilities: 0.713 0.287 
  left son=186376 (19 obs) right son=186377 (131 obs)
  Primary splits:
      c2  < 4285.657 to the right, improve=3.575674, (0 missing)
      c12 < 4213.333 to the right, improve=3.453201, (0 missing)
      c4  < 4625.019 to the left,  improve=3.192597, (0 missing)
      c15 < 4588.421 to the left,  improve=3.151178, (0 missing)
      c16 < 4391.819 to the left,  improve=3.115374, (0 missing)
  Surrogate splits:
      c1 < 4335.849 to the right, agree=0.88, adj=0.053, (0 split)

Node number 93189: 4 observations
  predicted class=open    expected loss=0  P(node) =0.0003822265
    class counts:     0     4
   probabilities: 0.000 1.000 

Node number 93196: 3 observations
  predicted class=closed  expected loss=0  P(node) =0.0002866699
    class counts:     3     0
   probabilities: 1.000 0.000 

Node number 93197: 2 observations
  predicted class=open    expected loss=0  P(node) =0.0001911132
    class counts:     0     2
   probabilities: 0.000 1.000 

Node number 93198: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 93199: 14 observations
  predicted class=open    expected loss=0  P(node) =0.001337793
    class counts:     0    14
   probabilities: 0.000 1.000 

Node number 93304: 5 observations
  predicted class=closed  expected loss=0  P(node) =0.0004777831
    class counts:     5     0
   probabilities: 1.000 0.000 

Node number 93305: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 93310: 24 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.1666667  P(node) =0.002293359
    class counts:     4    20
   probabilities: 0.167 0.833 
  left son=186620 (8 obs) right son=186621 (16 obs)
  Primary splits:
      c9  < 4216.63  to the left,  improve=2.666667, (0 missing)
      c15 < 4612.976 to the left,  improve=2.371930, (0 missing)
      c1  < 4311.353 to the left,  improve=1.866667, (0 missing)
      c7  < 4246.38  to the left,  improve=1.866667, (0 missing)
      c16 < 4372.48  to the left,  improve=1.575758, (0 missing)
  Surrogate splits:
      c15 < 4614.482 to the left,  agree=0.792, adj=0.375, (0 split)
      c5  < 4129.282 to the left,  agree=0.750, adj=0.250, (0 split)
      c12 < 4233.802 to the right, agree=0.750, adj=0.250, (0 split)
      c1  < 4309.036 to the left,  agree=0.708, adj=0.125, (0 split)
      c7  < 4247.323 to the left,  agree=0.708, adj=0.125, (0 split)

Node number 93311: 41 observations
  predicted class=open    expected loss=0  P(node) =0.003917821
    class counts:     0    41
   probabilities: 0.000 1.000 

Node number 93376: 17 observations
  predicted class=closed  expected loss=0  P(node) =0.001624462
    class counts:    17     0
   probabilities: 1.000 0.000 

Node number 93377: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 93378: 4 observations
  predicted class=closed  expected loss=0  P(node) =0.0003822265
    class counts:     4     0
   probabilities: 1.000 0.000 

Node number 93379: 5 observations
  predicted class=open    expected loss=0  P(node) =0.0004777831
    class counts:     0     5
   probabilities: 0.000 1.000 

Node number 93438: 4 observations,    complexity param=0.000273498
  predicted class=closed  expected loss=0.5  P(node) =0.0003822265
    class counts:     2     2
   probabilities: 0.500 0.500 
  left son=186876 (2 obs) right son=186877 (2 obs)
  Primary splits:
      c1 < 4301.797 to the right, improve=2, (0 missing)
      c2 < 4269.194 to the left,  improve=2, (0 missing)
      c3 < 4013.3   to the right, improve=2, (0 missing)
      c7 < 4235.764 to the left,  improve=2, (0 missing)
      c9 < 4197.806 to the left,  improve=2, (0 missing)
  Surrogate splits:
      c2  < 4269.194 to the left,  agree=1, adj=1, (0 split)
      c3  < 4013.3   to the right, agree=1, adj=1, (0 split)
      c7  < 4235.764 to the left,  agree=1, adj=1, (0 split)
      c9  < 4197.806 to the left,  agree=1, adj=1, (0 split)
      c10 < 4616.433 to the left,  agree=1, adj=1, (0 split)

Node number 93439: 114 observations,    complexity param=0.000273498
  predicted class=open    expected loss=0.0877193  P(node) =0.01089345
    class counts:    10   104
   probabilities: 0.088 0.912 
  left son=186878 (50 obs) right son=186879 (64 obs)
  Primary splits:
      c10 < 4619.052 to the right, improve=1.5168640, (0 missing)
      c6  < 4337.595 to the right, improve=0.7060777, (0 missing)
      c2  < 4262.069 to the left,  improve=0.6920426, (0 missing)
      c4  < 4621.509 to the left,  improve=0.6558704, (0 missing)
      c13 < 4283.05  to the left,  improve=0.6315789, (0 missing)
  Surrogate splits:
      c9 < 4202.747 to the right, agree=0.702, adj=0.32, (0 split)
      c5 < 4105.521 to the left,  agree=0.640, adj=0.18, (0 split)
      c7 < 4248.866 to the right, agree=0.632, adj=0.16, (0 split)
      c4 < 4628.454 to the right, agree=0.623, adj=0.14, (0 split)
      c8 < 4085.054 to the right, agree=0.623, adj=0.14, (0 split)

Node number 94204: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 94205: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 94206: 3 observations,    complexity param=0.0001063603
  predicted class=open    expected loss=0.3333333  P(node) =0.0002866699
    class counts:     1     2
   probabilities: 0.333 0.667 
  left son=188412 (1 obs) right son=188413 (2 obs)
  Primary splits:
      c1 < 4302.202 to the right, improve=1.333333, (0 missing)
      c3 < 4008.432 to the right, improve=1.333333, (0 missing)
      c4 < 4629.001 to the right, improve=1.333333, (0 missing)
      c5 < 4122.704 to the right, improve=1.333333, (0 missing)
      c7 < 4217.325 to the right, improve=1.333333, (0 missing)

Node number 94207: 127 observations,    complexity param=0.0001063603
  predicted class=open    expected loss=0.007874016  P(node) =0.01213569
    class counts:     1   126
   probabilities: 0.008 0.992 
  left son=188414 (8 obs) right son=188415 (119 obs)
  Primary splits:
      c1  < 4291.875 to the left,  improve=0.23425200, (0 missing)
      c12 < 4209.661 to the left,  improve=0.12710910, (0 missing)
      c6  < 4348.661 to the right, improve=0.10189900, (0 missing)
      c11 < 4218.432 to the right, improve=0.08951513, (0 missing)
      c13 < 4277.673 to the left,  improve=0.07120849, (0 missing)
  Surrogate splits:
      c16 < 4364.208 to the left,  agree=0.953, adj=0.25, (0 split)

Node number 99138: 5 observations
  predicted class=closed  expected loss=0  P(node) =0.0004777831
    class counts:     5     0
   probabilities: 1.000 0.000 

Node number 99139: 2 observations
  predicted class=open    expected loss=0  P(node) =0.0001911132
    class counts:     0     2
   probabilities: 0.000 1.000 

Node number 99142: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 99143: 3 observations
  predicted class=open    expected loss=0  P(node) =0.0002866699
    class counts:     0     3
   probabilities: 0.000 1.000 

Node number 100898: 2 observations
  predicted class=closed  expected loss=0  P(node) =0.0001911132
    class counts:     2     0
   probabilities: 1.000 0.000 

Node number 100899: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 102946: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 102947: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 102974: 2 observations,    complexity param=0.0001063603
  predicted class=closed  expected loss=0.5  P(node) =0.0001911132
    class counts:     1     1
   probabilities: 0.500 0.500 
  left son=205948 (1 obs) right son=205949 (1 obs)
  Primary splits:
      c1 < 4273.55  to the right, improve=1, (0 missing)
      c2 < 4243.228 to the right, improve=1, (0 missing)
      c3 < 4020.915 to the left,  improve=1, (0 missing)
      c4 < 4618.831 to the right, improve=1, (0 missing)
      c5 < 4113.43  to the right, improve=1, (0 missing)

Node number 102975: 9 observations
  predicted class=open    expected loss=0  P(node) =0.0008600096
    class counts:     0     9
   probabilities: 0.000 1.000 

Node number 106476: 2 observations
  predicted class=closed  expected loss=0  P(node) =0.0001911132
    class counts:     2     0
   probabilities: 1.000 0.000 

Node number 106477: 2 observations
  predicted class=open    expected loss=0  P(node) =0.0001911132
    class counts:     0     2
   probabilities: 0.000 1.000 

Node number 106478: 2 observations,    complexity param=0.0001063603
  predicted class=closed  expected loss=0.5  P(node) =0.0001911132
    class counts:     1     1
   probabilities: 0.500 0.500 
  left son=212956 (1 obs) right son=212957 (1 obs)
  Primary splits:
      c1 < 4283.685 to the left,  improve=1, (0 missing)
      c2 < 4229.248 to the right, improve=1, (0 missing)
      c3 < 3992.743 to the left,  improve=1, (0 missing)
      c4 < 4620.345 to the left,  improve=1, (0 missing)
      c5 < 4116.72  to the right, improve=1, (0 missing)

Node number 106479: 34 observations
  predicted class=open    expected loss=0  P(node) =0.003248925
    class counts:     0    34
   probabilities: 0.000 1.000 

Node number 111104: 43 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.04651163  P(node) =0.004108935
    class counts:    41     2
   probabilities: 0.953 0.047 
  left son=222208 (42 obs) right son=222209 (1 obs)
  Primary splits:
      c16 < 4362.284 to the left,  improve=1.8615730, (0 missing)
      c5  < 4090.986 to the right, improve=0.8627340, (0 missing)
      c8  < 4039.078 to the right, improve=0.4293381, (0 missing)
      c7  < 4223.592 to the left,  improve=0.2845417, (0 missing)
      c10 < 4601.51  to the right, improve=0.2139535, (0 missing)

Node number 111105: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 111106: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 111107: 2 observations
  predicted class=open    expected loss=0  P(node) =0.0001911132
    class counts:     0     2
   probabilities: 0.000 1.000 

Node number 112120: 3 observations
  predicted class=closed  expected loss=0  P(node) =0.0002866699
    class counts:     3     0
   probabilities: 1.000 0.000 

Node number 112121: 2 observations
  predicted class=open    expected loss=0  P(node) =0.0001911132
    class counts:     0     2
   probabilities: 0.000 1.000 

Node number 116226: 130 observations,    complexity param=0.0003545345
  predicted class=closed  expected loss=0.1846154  P(node) =0.01242236
    class counts:   106    24
   probabilities: 0.815 0.185 
  left son=232452 (22 obs) right son=232453 (108 obs)
  Primary splits:
      c16 < 4353.88  to the right, improve=1.805128, (0 missing)
      c9  < 4189.421 to the left,  improve=1.694997, (0 missing)
      c5  < 4107.829 to the right, improve=1.611189, (0 missing)
      c8  < 4063.282 to the left,  improve=1.379841, (0 missing)
      c6  < 4307.177 to the right, improve=1.340012, (0 missing)
  Surrogate splits:
      c1  < 4295.907 to the right, agree=0.854, adj=0.136, (0 split)
      c7  < 4240.038 to the right, agree=0.854, adj=0.136, (0 split)
      c4  < 4593.158 to the left,  agree=0.846, adj=0.091, (0 split)
      c13 < 4286.629 to the right, agree=0.846, adj=0.091, (0 split)
      c15 < 4614.237 to the right, agree=0.846, adj=0.091, (0 split)

Node number 116227: 2 observations
  predicted class=open    expected loss=0  P(node) =0.0001911132
    class counts:     0     2
   probabilities: 0.000 1.000 

Node number 116232: 38 observations,    complexity param=0.000319081
  predicted class=closed  expected loss=0.1052632  P(node) =0.003631151
    class counts:    34     4
   probabilities: 0.895 0.105 
  left son=232464 (24 obs) right son=232465 (14 obs)
  Primary splits:
      c6  < 4328.855 to the right, improve=1.4436090, (0 missing)
      c9  < 4191.911 to the left,  improve=0.7578947, (0 missing)
      c13 < 4271.488 to the left,  improve=0.7348178, (0 missing)
      c16 < 4333.36  to the right, improve=0.6578947, (0 missing)
      c4  < 4610.283 to the left,  improve=0.6225101, (0 missing)
  Surrogate splits:
      c3  < 3995.457 to the right, agree=0.737, adj=0.286, (0 split)
      c10 < 4593.263 to the right, agree=0.737, adj=0.286, (0 split)
      c12 < 4242.646 to the left,  agree=0.737, adj=0.286, (0 split)
      c4  < 4594.297 to the right, agree=0.711, adj=0.214, (0 split)
      c11 < 4171.179 to the right, agree=0.711, adj=0.214, (0 split)

Node number 116233: 7 observations,    complexity param=0.0004254414
  predicted class=open    expected loss=0.4285714  P(node) =0.0006688963
    class counts:     3     4
   probabilities: 0.429 0.571 
  left son=232466 (3 obs) right son=232467 (4 obs)
  Primary splits:
      c12 < 4209.22  to the left,  improve=3.428571, (0 missing)
      c3  < 3997.959 to the left,  improve=1.928571, (0 missing)
      c4  < 4610.813 to the right, improve=1.928571, (0 missing)
      c13 < 4262.354 to the right, improve=1.928571, (0 missing)
      c5  < 4107.13  to the right, improve=1.828571, (0 missing)
  Surrogate splits:
      c3  < 3995.65  to the left,  agree=0.857, adj=0.667, (0 split)
      c4  < 4610.813 to the right, agree=0.857, adj=0.667, (0 split)
      c5  < 4107.13  to the right, agree=0.857, adj=0.667, (0 split)
      c13 < 4262.354 to the right, agree=0.857, adj=0.667, (0 split)
      c1  < 4292.893 to the left,  agree=0.714, adj=0.333, (0 split)

Node number 116234: 3 observations
  predicted class=closed  expected loss=0  P(node) =0.0002866699
    class counts:     3     0
   probabilities: 1.000 0.000 

Node number 116235: 14 observations,    complexity param=0.0004254414
  predicted class=open    expected loss=0.1428571  P(node) =0.001337793
    class counts:     2    12
   probabilities: 0.143 0.857 
  left son=232470 (2 obs) right son=232471 (12 obs)
  Primary splits:
      c5  < 4099.153 to the left,  improve=3.4285710, (0 missing)
      c16 < 4360.22  to the right, improve=1.5824180, (0 missing)
      c3  < 3992.357 to the left,  improve=1.4285710, (0 missing)
      c6  < 4330.855 to the right, improve=1.0285710, (0 missing)
      c11 < 4194.005 to the left,  improve=0.7619048, (0 missing)

Node number 116240: 28 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.03571429  P(node) =0.002675585
    class counts:    27     1
   probabilities: 0.964 0.036 
  left son=232480 (27 obs) right son=232481 (1 obs)
  Primary splits:
      c12 < 4197.847 to the right, improve=1.9285710, (0 missing)
      c15 < 4577.44  to the right, improve=0.4285714, (0 missing)
      c11 < 4186.043 to the right, improve=0.3285714, (0 missing)
      c6  < 4328.723 to the right, improve=0.2619048, (0 missing)
      c7  < 4216.9   to the right, improve=0.2619048, (0 missing)

Node number 116241: 5 observations,    complexity param=0.000319081
  predicted class=open    expected loss=0.4  P(node) =0.0004777831
    class counts:     2     3
   probabilities: 0.400 0.600 
  left son=232482 (2 obs) right son=232483 (3 obs)
  Primary splits:
      c7  < 4216.453 to the left,  improve=2.4, (0 missing)
      c10 < 4605.504 to the left,  improve=2.4, (0 missing)
      c11 < 4182.731 to the left,  improve=2.4, (0 missing)
      c15 < 4585.942 to the left,  improve=2.4, (0 missing)
      c16 < 4336.999 to the left,  improve=2.4, (0 missing)
  Surrogate splits:
      c10 < 4605.504 to the left,  agree=1.0, adj=1.0, (0 split)
      c11 < 4182.731 to the left,  agree=1.0, adj=1.0, (0 split)
      c15 < 4585.942 to the left,  agree=1.0, adj=1.0, (0 split)
      c16 < 4336.999 to the left,  agree=1.0, adj=1.0, (0 split)
      c2  < 4262.502 to the left,  agree=0.8, adj=0.5, (0 split)

Node number 116248: 22 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.1363636  P(node) =0.002102246
    class counts:    19     3
   probabilities: 0.864 0.136 
  left son=232496 (21 obs) right son=232497 (1 obs)
  Primary splits:
      c2  < 4274.915 to the left,  improve=1.562771, (0 missing)
      c10 < 4631.722 to the left,  improve=1.562771, (0 missing)
      c11 < 4184.064 to the right, improve=1.562771, (0 missing)
      c15 < 4610.303 to the left,  improve=1.562771, (0 missing)
      c16 < 4363.712 to the left,  improve=1.562771, (0 missing)

Node number 116249: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 116250: 3 observations
  predicted class=closed  expected loss=0  P(node) =0.0002866699
    class counts:     3     0
   probabilities: 1.000 0.000 

Node number 116251: 10 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.2  P(node) =0.0009555662
    class counts:     2     8
   probabilities: 0.200 0.800 
  left son=232502 (1 obs) right son=232503 (9 obs)
  Primary splits:
      c1  < 4295.999 to the right, improve=1.422222, (0 missing)
      c5  < 4098.263 to the left,  improve=1.422222, (0 missing)
      c7  < 4211.814 to the left,  improve=1.422222, (0 missing)
      c8  < 4058.93  to the right, improve=1.422222, (0 missing)
      c11 < 4161.955 to the left,  improve=1.422222, (0 missing)

Node number 116252: 19 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.1578947  P(node) =0.001815576
    class counts:    16     3
   probabilities: 0.842 0.158 
  left son=232504 (16 obs) right son=232505 (3 obs)
  Primary splits:
      c5  < 4093.102 to the right, improve=1.844298, (0 missing)
      c11 < 4178.389 to the right, improve=1.844298, (0 missing)
      c9  < 4212.057 to the left,  improve=1.844298, (0 missing)
      c6  < 4317.267 to the right, improve=1.497076, (0 missing)
      c7  < 4248.841 to the left,  improve=1.497076, (0 missing)
  Surrogate splits:
      c11 < 4168.869 to the right, agree=0.947, adj=0.667, (0 split)
      c9  < 4212.057 to the left,  agree=0.895, adj=0.333, (0 split)

Node number 116253: 51 observations,    complexity param=0.001276324
  predicted class=open    expected loss=0.3529412  P(node) =0.004873387
    class counts:    18    33
   probabilities: 0.353 0.647 
  left son=232506 (16 obs) right son=232507 (35 obs)
  Primary splits:
      c9  < 4191.305 to the left,  improve=5.219118, (0 missing)
      c15 < 4605.692 to the right, improve=3.138562, (0 missing)
      c10 < 4599.558 to the left,  improve=2.991792, (0 missing)
      c1  < 4296.684 to the right, improve=2.669118, (0 missing)
      c12 < 4225.352 to the left,  improve=2.387285, (0 missing)
  Surrogate splits:
      c10 < 4608.457 to the left,  agree=0.804, adj=0.375, (0 split)
      c7  < 4211.248 to the left,  agree=0.784, adj=0.312, (0 split)
      c6  < 4343.722 to the right, agree=0.765, adj=0.250, (0 split)
      c15 < 4602.661 to the right, agree=0.765, adj=0.250, (0 split)
      c11 < 4167.443 to the left,  agree=0.745, adj=0.188, (0 split)

Node number 116254: 2 observations
  predicted class=closed  expected loss=0  P(node) =0.0001911132
    class counts:     2     0
   probabilities: 1.000 0.000 

Node number 116255: 39 observations,    complexity param=0.000319081
  predicted class=open    expected loss=0.1538462  P(node) =0.003726708
    class counts:     6    33
   probabilities: 0.154 0.846 
  left son=232510 (5 obs) right son=232511 (34 obs)
  Primary splits:
      c10 < 4632.138 to the right, improve=2.283258, (0 missing)
      c2  < 4258.75  to the left,  improve=1.805275, (0 missing)
      c15 < 4591.733 to the left,  improve=1.699301, (0 missing)
      c3  < 3997.508 to the right, improve=1.469636, (0 missing)
      c4  < 4600.858 to the left,  improve=1.469636, (0 missing)

Node number 116284: 2 observations
  predicted class=closed  expected loss=0  P(node) =0.0001911132
    class counts:     2     0
   probabilities: 1.000 0.000 

Node number 116285: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 116286: 2 observations,    complexity param=0.0001063603
  predicted class=closed  expected loss=0.5  P(node) =0.0001911132
    class counts:     1     1
   probabilities: 0.500 0.500 
  left son=232572 (1 obs) right son=232573 (1 obs)
  Primary splits:
      c1 < 4285.026 to the right, improve=1, (0 missing)
      c2 < 4240.496 to the right, improve=1, (0 missing)
      c3 < 4021.77  to the left,  improve=1, (0 missing)
      c4 < 4601.514 to the right, improve=1, (0 missing)
      c5 < 4109.788 to the right, improve=1, (0 missing)

Node number 116287: 29 observations
  predicted class=open    expected loss=0  P(node) =0.002771142
    class counts:     0    29
   probabilities: 0.000 1.000 

Node number 116300: 42 observations,    complexity param=0.0004254414
  predicted class=closed  expected loss=0.2857143  P(node) =0.004013378
    class counts:    30    12
   probabilities: 0.714 0.286 
  left son=232600 (40 obs) right son=232601 (2 obs)
  Primary splits:
      c4  < 4599.56  to the right, improve=2.142857, (0 missing)
      c13 < 4257.306 to the right, improve=2.142857, (0 missing)
      c1  < 4286.651 to the left,  improve=1.870130, (0 missing)
      c3  < 3999.152 to the left,  improve=1.641531, (0 missing)
      c9  < 4201.666 to the left,  improve=1.613445, (0 missing)

Node number 116301: 59 observations,    complexity param=0.001010423
  predicted class=open    expected loss=0.4067797  P(node) =0.00563784
    class counts:    24    35
   probabilities: 0.407 0.593 
  left son=232602 (18 obs) right son=232603 (41 obs)
  Primary splits:
      c11 < 4186.549 to the left,  improve=5.154793, (0 missing)
      c16 < 4348.83  to the right, improve=5.095629, (0 missing)
      c9  < 4182.163 to the left,  improve=3.549044, (0 missing)
      c4  < 4599.936 to the left,  improve=3.020031, (0 missing)
      c7  < 4205.304 to the left,  improve=3.020031, (0 missing)
  Surrogate splits:
      c1  < 4301.144 to the right, agree=0.797, adj=0.333, (0 split)
      c4  < 4601.103 to the left,  agree=0.780, adj=0.278, (0 split)
      c7  < 4205.304 to the left,  agree=0.763, adj=0.222, (0 split)
      c10 < 4586.024 to the left,  agree=0.763, adj=0.222, (0 split)
      c9  < 4177.293 to the left,  agree=0.746, adj=0.167, (0 split)

Node number 116304: 10 observations
  predicted class=closed  expected loss=0  P(node) =0.0009555662
    class counts:    10     0
   probabilities: 1.000 0.000 

Node number 116305: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 116316: 2 observations
  predicted class=closed  expected loss=0  P(node) =0.0001911132
    class counts:     2     0
   probabilities: 1.000 0.000 

Node number 116317: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 116318: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 116319: 47 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.106383  P(node) =0.004491161
    class counts:     5    42
   probabilities: 0.106 0.894 
  left son=232638 (1 obs) right son=232639 (46 obs)
  Primary splits:
      c10 < 4627.606 to the right, improve=1.6318220, (0 missing)
      c16 < 4362.361 to the right, improve=1.6318220, (0 missing)
      c4  < 4612.963 to the right, improve=0.7947561, (0 missing)
      c11 < 4192.7   to the left,  improve=0.7829135, (0 missing)
      c15 < 4593.805 to the left,  improve=0.7218845, (0 missing)

Node number 116320: 24 observations,    complexity param=0.0001418138
  predicted class=closed  expected loss=0.08333333  P(node) =0.002293359
    class counts:    22     2
   probabilities: 0.917 0.083 
  left son=232640 (17 obs) right son=232641 (7 obs)
  Primary splits:
      c6 < 4329.754 to the right, improve=0.8095238, (0 missing)
      c7 < 4235.754 to the right, improve=0.4666667, (0 missing)
      c8 < 4072.616 to the right, improve=0.4666667, (0 missing)
      c4 < 4613.748 to the left,  improve=0.4285714, (0 missing)
      c1 < 4293.395 to the left,  improve=0.3333333, (0 missing)
  Surrogate splits:
      c5  < 4114.707 to the right, agree=0.833, adj=0.429, (0 split)
      c9  < 4217.715 to the left,  agree=0.750, adj=0.143, (0 split)
      c10 < 4627.721 to the left,  agree=0.750, adj=0.143, (0 split)
      c12 < 4217.066 to the right, agree=0.750, adj=0.143, (0 split)
      c13 < 4279.487 to the left,  agree=0.750, adj=0.143, (0 split)

Node number 116321: 4 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.5  P(node) =0.0003822265
    class counts:     2     2
   probabilities: 0.500 0.500 
  left son=232642 (2 obs) right son=232643 (2 obs)
  Primary splits:
      c6  < 4342.527 to the left,  improve=2.0000000, (0 missing)
      c12 < 4224.81  to the left,  improve=2.0000000, (0 missing)
      c1  < 4279.641 to the right, improve=0.6666667, (0 missing)
      c2  < 4255.819 to the left,  improve=0.6666667, (0 missing)
      c3  < 4002.142 to the left,  improve=0.6666667, (0 missing)
  Surrogate splits:
      c12 < 4224.81  to the left,  agree=1, adj=1, (0 split)

Node number 116322: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 116323: 2 observations
  predicted class=open    expected loss=0  P(node) =0.0001911132
    class counts:     0     2
   probabilities: 0.000 1.000 

Node number 116324: 3 observations
  predicted class=closed  expected loss=0  P(node) =0.0002866699
    class counts:     3     0
   probabilities: 1.000 0.000 

Node number 116325: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 116328: 6 observations
  predicted class=closed  expected loss=0  P(node) =0.0005733397
    class counts:     6     0
   probabilities: 1.000 0.000 

Node number 116329: 9 observations,    complexity param=0.0004254414
  predicted class=open    expected loss=0.4444444  P(node) =0.0008600096
    class counts:     4     5
   probabilities: 0.444 0.556 
  left son=232658 (5 obs) right son=232659 (4 obs)
  Primary splits:
      c10 < 4626.644 to the right, improve=2.844444, (0 missing)
      c5  < 4118.914 to the right, improve=1.777778, (0 missing)
      c6  < 4327.408 to the right, improve=1.777778, (0 missing)
      c9  < 4209.124 to the right, improve=1.777778, (0 missing)
      c15 < 4613.604 to the left,  improve=1.777778, (0 missing)
  Surrogate splits:
      c9  < 4209.124 to the right, agree=0.889, adj=0.75, (0 split)
      c15 < 4613.604 to the left,  agree=0.889, adj=0.75, (0 split)
      c2  < 4265.638 to the left,  agree=0.778, adj=0.50, (0 split)
      c6  < 4319.368 to the right, agree=0.778, adj=0.50, (0 split)
      c16 < 4353.468 to the left,  agree=0.778, adj=0.50, (0 split)

Node number 116330: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 116331: 7 observations
  predicted class=open    expected loss=0  P(node) =0.0006688963
    class counts:     0     7
   probabilities: 0.000 1.000 

Node number 116344: 10 observations
  predicted class=closed  expected loss=0  P(node) =0.0009555662
    class counts:    10     0
   probabilities: 1.000 0.000 

Node number 116345: 18 observations,    complexity param=0.0006381621
  predicted class=open    expected loss=0.4444444  P(node) =0.001720019
    class counts:     8    10
   probabilities: 0.444 0.556 
  left son=232690 (12 obs) right son=232691 (6 obs)
  Primary splits:
      c9  < 4194.104 to the right, improve=3.555556, (0 missing)
      c5  < 4115.082 to the right, improve=2.735043, (0 missing)
      c10 < 4601.278 to the right, improve=2.735043, (0 missing)
      c3  < 3998.204 to the right, improve=2.222222, (0 missing)
      c6  < 4323.757 to the right, improve=2.031746, (0 missing)
  Surrogate splits:
      c10 < 4601.278 to the right, agree=0.944, adj=0.833, (0 split)
      c5  < 4115.082 to the right, agree=0.833, adj=0.500, (0 split)
      c4  < 4608.072 to the right, agree=0.778, adj=0.333, (0 split)
      c6  < 4318.968 to the right, agree=0.778, adj=0.333, (0 split)
      c7  < 4205.558 to the right, agree=0.778, adj=0.333, (0 split)

Node number 116346: 2 observations
  predicted class=closed  expected loss=0  P(node) =0.0001911132
    class counts:     2     0
   probabilities: 1.000 0.000 

Node number 116347: 47 observations,    complexity param=0.0004254414
  predicted class=open    expected loss=0.1914894  P(node) =0.004491161
    class counts:     9    38
   probabilities: 0.191 0.809 
  left son=232694 (2 obs) right son=232695 (45 obs)
  Primary splits:
      c11 < 4186.894 to the right, improve=2.730969, (0 missing)
      c7  < 4203.766 to the left,  improve=1.447131, (0 missing)
      c16 < 4355.772 to the right, improve=1.388486, (0 missing)
      c9  < 4171.239 to the left,  improve=1.335800, (0 missing)
      c15 < 4590.848 to the left,  improve=1.327737, (0 missing)

Node number 116350: 2 observations
  predicted class=closed  expected loss=0  P(node) =0.0001911132
    class counts:     2     0
   probabilities: 1.000 0.000 

Node number 116351: 167 observations,    complexity param=0.0004786216
  predicted class=open    expected loss=0.1676647  P(node) =0.01595796
    class counts:    28   139
   probabilities: 0.168 0.832 
  left son=232702 (127 obs) right son=232703 (40 obs)
  Primary splits:
      c16 < 4341.199 to the right, improve=2.957235, (0 missing)
      c12 < 4229.971 to the left,  improve=1.820872, (0 missing)
      c15 < 4592.136 to the left,  improve=1.676363, (0 missing)
      c1  < 4263.4   to the left,  improve=1.393911, (0 missing)
      c2  < 4281.818 to the right, improve=1.393911, (0 missing)
  Surrogate splits:
      c1 < 4277.199 to the right, agree=0.814, adj=0.225, (0 split)
      c8 < 4065.325 to the right, agree=0.784, adj=0.100, (0 split)
      c5 < 4144.772 to the left,  agree=0.772, adj=0.050, (0 split)
      c7 < 4206.666 to the right, agree=0.772, adj=0.050, (0 split)
      c9 < 4177.962 to the right, agree=0.772, adj=0.050, (0 split)

Node number 116354: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 116355: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 116416: 92 observations,    complexity param=0.0005672552
  predicted class=closed  expected loss=0.2608696  P(node) =0.008791209
    class counts:    68    24
   probabilities: 0.739 0.261 
  left son=232832 (32 obs) right son=232833 (60 obs)
  Primary splits:
      c2 < 4264.766 to the right, improve=2.740761, (0 missing)
      c5 < 4121.634 to the right, improve=2.652864, (0 missing)
      c1 < 4310.557 to the left,  improve=2.233816, (0 missing)
      c4 < 4622.863 to the left,  improve=2.233816, (0 missing)
      c8 < 4073.991 to the left,  improve=1.980724, (0 missing)
  Surrogate splits:
      c8  < 4056.144 to the left,  agree=0.707, adj=0.156, (0 split)
      c13 < 4287.431 to the right, agree=0.707, adj=0.156, (0 split)
      c1  < 4301.446 to the right, agree=0.685, adj=0.094, (0 split)
      c3  < 3976.431 to the left,  agree=0.674, adj=0.062, (0 split)
      c5  < 4142.522 to the right, agree=0.674, adj=0.062, (0 split)

Node number 116417: 3 observations
  predicted class=open    expected loss=0  P(node) =0.0002866699
    class counts:     0     3
   probabilities: 0.000 1.000 

Node number 116424: 35 observations,    complexity param=0.000319081
  predicted class=closed  expected loss=0.2285714  P(node) =0.003344482
    class counts:    27     8
   probabilities: 0.771 0.229 
  left son=232848 (13 obs) right son=232849 (22 obs)
  Primary splits:
      c1  < 4297.638 to the left,  improve=2.161039, (0 missing)
      c16 < 4357.955 to the left,  improve=1.528042, (0 missing)
      c2  < 4254.841 to the left,  improve=1.462857, (0 missing)
      c10 < 4621.135 to the right, improve=1.265934, (0 missing)
      c11 < 4211.926 to the left,  improve=1.259524, (0 missing)
  Surrogate splits:
      c13 < 4271.5   to the left,  agree=0.771, adj=0.385, (0 split)
      c2  < 4251.994 to the left,  agree=0.743, adj=0.308, (0 split)
      c3  < 4015.283 to the right, agree=0.714, adj=0.231, (0 split)
      c7  < 4219.286 to the left,  agree=0.686, adj=0.154, (0 split)
      c11 < 4193.701 to the right, agree=0.686, adj=0.154, (0 split)

Node number 116425: 64 observations,    complexity param=0.001542225
  predicted class=open    expected loss=0.453125  P(node) =0.006115624
    class counts:    29    35
   probabilities: 0.453 0.547 
  left son=232850 (30 obs) right son=232851 (34 obs)
  Primary splits:
      c6  < 4338.83  to the left,  improve=5.150123, (0 missing)
      c3  < 3995.862 to the right, improve=3.450179, (0 missing)
      c5  < 4102.161 to the right, improve=3.227522, (0 missing)
      c7  < 4241.138 to the right, improve=3.076573, (0 missing)
      c15 < 4603.352 to the right, improve=2.957799, (0 missing)
  Surrogate splits:
      c4  < 4618.976 to the left,  agree=0.719, adj=0.400, (0 split)
      c16 < 4352.718 to the right, agree=0.688, adj=0.333, (0 split)
      c5  < 4126.875 to the left,  agree=0.625, adj=0.200, (0 split)
      c8  < 4065.111 to the left,  agree=0.625, adj=0.200, (0 split)
      c13 < 4281.594 to the right, agree=0.609, adj=0.167, (0 split)

Node number 116428: 3 observations
  predicted class=closed  expected loss=0  P(node) =0.0002866699
    class counts:     3     0
   probabilities: 1.000 0.000 

Node number 116429: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 116430: 13 observations,    complexity param=0.000319081
  predicted class=open    expected loss=0.3846154  P(node) =0.001242236
    class counts:     5     8
   probabilities: 0.385 0.615 
  left son=232860 (3 obs) right son=232861 (10 obs)
  Primary splits:
      c5  < 4126.207 to the right, improve=2.953846, (0 missing)
      c6  < 4340.022 to the right, improve=2.953846, (0 missing)
      c11 < 4196.17  to the left,  improve=2.953846, (0 missing)
      c13 < 4272.588 to the left,  improve=2.803846, (0 missing)
      c2  < 4247.945 to the left,  improve=1.790210, (0 missing)
  Surrogate splits:
      c13 < 4269.445 to the left,  agree=0.923, adj=0.667, (0 split)
      c15 < 4600.851 to the right, agree=0.846, adj=0.333, (0 split)

Node number 116431: 21 observations
  predicted class=open    expected loss=0  P(node) =0.002006689
    class counts:     0    21
   probabilities: 0.000 1.000 

Node number 116444: 2 observations
  predicted class=closed  expected loss=0  P(node) =0.0001911132
    class counts:     2     0
   probabilities: 1.000 0.000 

Node number 116445: 18 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.2222222  P(node) =0.001720019
    class counts:     4    14
   probabilities: 0.222 0.778 
  left son=232890 (8 obs) right son=232891 (10 obs)
  Primary splits:
      c6  < 4340.18  to the right, improve=2.222222, (0 missing)
      c13 < 4283.877 to the right, improve=2.222222, (0 missing)
      c16 < 4355.708 to the right, improve=2.222222, (0 missing)
      c5  < 4108.083 to the right, improve=1.777778, (0 missing)
      c1  < 4290.365 to the left,  improve=1.281046, (0 missing)
  Surrogate splits:
      c5  < 4108.083 to the right, agree=0.833, adj=0.625, (0 split)
      c11 < 4215.068 to the right, agree=0.833, adj=0.625, (0 split)
      c16 < 4355.1   to the right, agree=0.833, adj=0.625, (0 split)
      c7  < 4248.166 to the right, agree=0.778, adj=0.500, (0 split)
      c4  < 4620.586 to the right, agree=0.667, adj=0.250, (0 split)

Node number 116446: 18 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.1666667  P(node) =0.001720019
    class counts:     3    15
   probabilities: 0.167 0.833 
  left son=232892 (2 obs) right son=232893 (16 obs)
  Primary splits:
      c16 < 4360.756 to the right, improve=3.125000, (0 missing)
      c13 < 4283.423 to the left,  improve=1.571429, (0 missing)
      c2  < 4268.75  to the left,  improve=1.470588, (0 missing)
      c11 < 4205.67  to the left,  improve=1.142857, (0 missing)
      c15 < 4615.979 to the left,  improve=0.800000, (0 missing)

Node number 116447: 46 observations
  predicted class=open    expected loss=0  P(node) =0.004395604
    class counts:     0    46
   probabilities: 0.000 1.000 

Node number 116448: 40 observations,    complexity param=0.0004254414
  predicted class=closed  expected loss=0.225  P(node) =0.003822265
    class counts:    31     9
   probabilities: 0.775 0.225 
  left son=232896 (17 obs) right son=232897 (23 obs)
  Primary splits:
      c1  < 4281.133 to the right, improve=2.993478, (0 missing)
      c12 < 4220.428 to the right, improve=2.592857, (0 missing)
      c7  < 4233.637 to the left,  improve=2.155128, (0 missing)
      c4  < 4616.727 to the left,  improve=1.950000, (0 missing)
      c6  < 4336.673 to the left,  improve=1.785165, (0 missing)
  Surrogate splits:
      c16 < 4346.209 to the right, agree=0.750, adj=0.412, (0 split)
      c3  < 3979.524 to the right, agree=0.725, adj=0.353, (0 split)
      c8  < 4058.118 to the left,  agree=0.725, adj=0.353, (0 split)
      c10 < 4619.026 to the right, agree=0.700, adj=0.294, (0 split)
      c5  < 4098.087 to the left,  agree=0.675, adj=0.235, (0 split)

Node number 116449: 18 observations,    complexity param=0.0006381621
  predicted class=open    expected loss=0.3888889  P(node) =0.001720019
    class counts:     7    11
   probabilities: 0.389 0.611 
  left son=232898 (5 obs) right son=232899 (13 obs)
  Primary splits:
      c10 < 4621.941 to the right, improve=2.340171, (0 missing)
      c4  < 4619.895 to the left,  improve=2.094017, (0 missing)
      c8  < 4071.439 to the left,  improve=2.094017, (0 missing)
      c7  < 4229.034 to the left,  improve=2.005556, (0 missing)
      c3  < 3984.754 to the left,  improve=1.680556, (0 missing)
  Surrogate splits:
      c9  < 4202.517 to the right, agree=0.944, adj=0.8, (0 split)
      c3  < 3987.729 to the left,  agree=0.889, adj=0.6, (0 split)
      c4  < 4615.632 to the left,  agree=0.833, adj=0.4, (0 split)
      c11 < 4188.99  to the right, agree=0.833, adj=0.4, (0 split)
      c12 < 4258.977 to the right, agree=0.833, adj=0.4, (0 split)

Node number 116450: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 116451: 6 observations
  predicted class=open    expected loss=0  P(node) =0.0005733397
    class counts:     0     6
   probabilities: 0.000 1.000 

Node number 116456: 10 observations
  predicted class=closed  expected loss=0  P(node) =0.0009555662
    class counts:    10     0
   probabilities: 1.000 0.000 

Node number 116457: 13 observations,    complexity param=0.0006381621
  predicted class=open    expected loss=0.3846154  P(node) =0.001242236
    class counts:     5     8
   probabilities: 0.385 0.615 
  left son=232914 (3 obs) right son=232915 (10 obs)
  Primary splits:
      c9  < 4185.153 to the left,  improve=2.953846, (0 missing)
      c15 < 4601.593 to the left,  improve=2.403846, (0 missing)
      c2  < 4240.709 to the left,  improve=1.790210, (0 missing)
      c3  < 3990.844 to the left,  improve=1.790210, (0 missing)
      c11 < 4189.9   to the left,  improve=1.772894, (0 missing)
  Surrogate splits:
      c1 < 4286.135 to the left,  agree=0.923, adj=0.667, (0 split)
      c2 < 4240.709 to the left,  agree=0.923, adj=0.667, (0 split)
      c6 < 4336.943 to the left,  agree=0.846, adj=0.333, (0 split)

Node number 116458: 31 observations,    complexity param=0.0004254414
  predicted class=open    expected loss=0.3870968  P(node) =0.002962255
    class counts:    12    19
   probabilities: 0.387 0.613 
  left son=232916 (16 obs) right son=232917 (15 obs)
  Primary splits:
      c2  < 4255.661 to the right, improve=3.743011, (0 missing)
      c1  < 4276.581 to the right, improve=3.231417, (0 missing)
      c16 < 4349.595 to the right, improve=2.963011, (0 missing)
      c9  < 4178.171 to the left,  improve=2.495392, (0 missing)
      c13 < 4252.893 to the left,  improve=2.495392, (0 missing)
  Surrogate splits:
      c1  < 4274.943 to the right, agree=0.677, adj=0.333, (0 split)
      c3  < 3993.975 to the right, agree=0.677, adj=0.333, (0 split)
      c9  < 4187.421 to the right, agree=0.677, adj=0.333, (0 split)
      c10 < 4607.554 to the right, agree=0.677, adj=0.333, (0 split)
      c11 < 4191.911 to the left,  agree=0.677, adj=0.333, (0 split)

Node number 116459: 32 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.09375  P(node) =0.003057812
    class counts:     3    29
   probabilities: 0.094 0.906 
  left son=232918 (7 obs) right son=232919 (25 obs)
  Primary splits:
      c10 < 4599.849 to the left,  improve=2.0089290, (0 missing)
      c12 < 4211.585 to the left,  improve=1.1115740, (0 missing)
      c9  < 4190.512 to the left,  improve=0.7232143, (0 missing)
      c13 < 4270.564 to the right, improve=0.7232143, (0 missing)
      c6  < 4353.434 to the right, improve=0.7041667, (0 missing)
  Surrogate splits:
      c11 < 4173.856 to the left,  agree=0.844, adj=0.286, (0 split)
      c6  < 4333.992 to the left,  agree=0.812, adj=0.143, (0 split)
      c8  < 4059.337 to the left,  agree=0.812, adj=0.143, (0 split)

Node number 116462: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 116463: 40 observations,    complexity param=0.0001063603
  predicted class=open    expected loss=0.025  P(node) =0.003822265
    class counts:     1    39
   probabilities: 0.025 0.975 
  left son=232926 (2 obs) right son=232927 (38 obs)
  Primary splits:
      c16 < 4332.956 to the left,  improve=0.9500000, (0 missing)
      c2  < 4268.041 to the right, improve=0.6166667, (0 missing)
      c4  < 4615.673 to the left,  improve=0.6166667, (0 missing)
      c10 < 4625.077 to the right, improve=0.6166667, (0 missing)
      c11 < 4160.215 to the left,  improve=0.6166667, (0 missing)

Node number 116470: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 116471: 11 observations
  predicted class=open    expected loss=0  P(node) =0.001051123
    class counts:     0    11
   probabilities: 0.000 1.000 

Node number 116476: 10 observations,    complexity param=0.0004254414
  predicted class=closed  expected loss=0.3  P(node) =0.0009555662
    class counts:     7     3
   probabilities: 0.700 0.300 
  left son=232952 (6 obs) right son=232953 (4 obs)
  Primary splits:
      c10 < 4633.399 to the left,  improve=2.70, (0 missing)
      c12 < 4236.924 to the left,  improve=2.70, (0 missing)
      c1  < 4270.419 to the right, improve=2.45, (0 missing)
      c7  < 4228.136 to the right, improve=2.45, (0 missing)
      c13 < 4268.939 to the right, improve=2.45, (0 missing)
  Surrogate splits:
      c1  < 4270.419 to the right, agree=0.8, adj=0.5, (0 split)
      c4  < 4622.186 to the left,  agree=0.8, adj=0.5, (0 split)
      c7  < 4228.136 to the right, agree=0.8, adj=0.5, (0 split)
      c11 < 4196.77  to the right, agree=0.8, adj=0.5, (0 split)
      c12 < 4228.546 to the left,  agree=0.8, adj=0.5, (0 split)

Node number 116477: 17 observations,    complexity param=0.000319081
  predicted class=open    expected loss=0.1764706  P(node) =0.001624462
    class counts:     3    14
   probabilities: 0.176 0.824 
  left son=232954 (5 obs) right son=232955 (12 obs)
  Primary splits:
      c3  < 3992.596 to the right, improve=2.541176, (0 missing)
      c11 < 4204.899 to the right, improve=1.941176, (0 missing)
      c2  < 4271.664 to the right, improve=1.441176, (0 missing)
      c7  < 4241.819 to the right, improve=1.441176, (0 missing)
      c9  < 4194.687 to the left,  improve=1.441176, (0 missing)
  Surrogate splits:
      c10 < 4631.37  to the left,  agree=0.824, adj=0.4, (0 split)
      c16 < 4351.215 to the right, agree=0.824, adj=0.4, (0 split)
      c5  < 4114.482 to the right, agree=0.765, adj=0.2, (0 split)
      c6  < 4342.36  to the right, agree=0.765, adj=0.2, (0 split)
      c7  < 4223.242 to the left,  agree=0.765, adj=0.2, (0 split)

Node number 116478: 7 observations,    complexity param=0.000319081
  predicted class=closed  expected loss=0.4285714  P(node) =0.0006688963
    class counts:     4     3
   probabilities: 0.571 0.429 
  left son=232956 (3 obs) right son=232957 (4 obs)
  Primary splits:
      c2 < 4253.77  to the right, improve=1.928571, (0 missing)
      c3 < 4020.691 to the left,  improve=1.928571, (0 missing)
      c5 < 4123.461 to the right, improve=1.928571, (0 missing)
      c8 < 4075.023 to the right, improve=1.928571, (0 missing)
      c9 < 4205.969 to the left,  improve=1.828571, (0 missing)
  Surrogate splits:
      c3 < 4020.393 to the left,  agree=0.857, adj=0.667, (0 split)
      c4 < 4621.855 to the right, agree=0.857, adj=0.667, (0 split)
      c5 < 4127.681 to the right, agree=0.857, adj=0.667, (0 split)
      c6 < 4339.76  to the left,  agree=0.857, adj=0.667, (0 split)
      c9 < 4201.482 to the left,  agree=0.857, adj=0.667, (0 split)

Node number 116479: 253 observations,    complexity param=0.000319081
  predicted class=open    expected loss=0.1106719  P(node) =0.02417582
    class counts:    28   225
   probabilities: 0.111 0.889 
  left son=232958 (20 obs) right son=232959 (233 obs)
  Primary splits:
      c16 < 4358.809 to the right, improve=2.487779, (0 missing)
      c7  < 4208.928 to the left,  improve=2.442694, (0 missing)
      c9  < 4178.544 to the left,  improve=1.877038, (0 missing)
      c15 < 4631.163 to the right, improve=1.877038, (0 missing)
      c3  < 3994.671 to the right, improve=1.534003, (0 missing)
  Surrogate splits:
      c15 < 4631.163 to the right, agree=0.925, adj=0.05, (0 split)

Node number 116732: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 116733: 50 observations,    complexity param=0.0001063603
  predicted class=open    expected loss=0.04  P(node) =0.004777831
    class counts:     2    48
   probabilities: 0.040 0.960 
  left son=233466 (8 obs) right son=233467 (42 obs)
  Primary splits:
      c5  < 4135.548 to the right, improve=0.8400000, (0 missing)
      c8  < 4059.088 to the left,  improve=0.5492199, (0 missing)
      c7  < 4223.875 to the right, improve=0.5066667, (0 missing)
      c4  < 4620.673 to the right, improve=0.4553846, (0 missing)
      c15 < 4588.878 to the left,  improve=0.2844444, (0 missing)
  Surrogate splits:
      c8  < 4062.612 to the left,  agree=0.88, adj=0.25, (0 split)
      c13 < 4285.632 to the right, agree=0.88, adj=0.25, (0 split)

Node number 122872: 5 observations
  predicted class=closed  expected loss=0  P(node) =0.0004777831
    class counts:     5     0
   probabilities: 1.000 0.000 

Node number 122873: 43 observations,    complexity param=0.000319081
  predicted class=open    expected loss=0.1395349  P(node) =0.004108935
    class counts:     6    37
   probabilities: 0.140 0.860 
  left son=245746 (2 obs) right son=245747 (41 obs)
  Primary splits:
      c10 < 4624.35  to the right, improve=3.106069, (0 missing)
      c16 < 4331.874 to the right, improve=1.792248, (0 missing)
      c9  < 4211.698 to the right, improve=1.516058, (0 missing)
      c11 < 4165.935 to the left,  improve=1.516058, (0 missing)
      c15 < 4556.721 to the left,  improve=1.516058, (0 missing)

Node number 122874: 3 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.3333333  P(node) =0.0002866699
    class counts:     2     1
   probabilities: 0.667 0.333 
  left son=245748 (2 obs) right son=245749 (1 obs)
  Primary splits:
      c2 < 4236.461 to the left,  improve=1.333333, (0 missing)
      c3 < 3979.145 to the right, improve=1.333333, (0 missing)
      c4 < 4608.26  to the right, improve=1.333333, (0 missing)
      c5 < 4103.872 to the left,  improve=1.333333, (0 missing)
      c7 < 4200.518 to the right, improve=1.333333, (0 missing)

Node number 122875: 108 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.03703704  P(node) =0.01032011
    class counts:     4   104
   probabilities: 0.037 0.963 
  left son=245750 (3 obs) right son=245751 (105 obs)
  Primary splits:
      c11 < 4171.677 to the left,  improve=2.4465610, (0 missing)
      c16 < 4324.37  to the left,  improve=1.8719280, (0 missing)
      c4  < 4621.469 to the right, improve=0.9257688, (0 missing)
      c12 < 4275.866 to the right, improve=0.5417989, (0 missing)
      c13 < 4254.96  to the left,  improve=0.4032988, (0 missing)

Node number 122876: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 122877: 14 observations
  predicted class=open    expected loss=0  P(node) =0.001337793
    class counts:     0    14
   probabilities: 0.000 1.000 

Node number 127112: 11 observations
  predicted class=closed  expected loss=0  P(node) =0.001051123
    class counts:    11     0
   probabilities: 1.000 0.000 

Node number 127113: 2 observations,    complexity param=0.0001063603
  predicted class=closed  expected loss=0.5  P(node) =0.0001911132
    class counts:     1     1
   probabilities: 0.500 0.500 
  left son=254226 (1 obs) right son=254227 (1 obs)
  Primary splits:
      c1 < 4285.884 to the right, improve=1, (0 missing)
      c2 < 4255.54  to the right, improve=1, (0 missing)
      c3 < 3996.458 to the left,  improve=1, (0 missing)
      c4 < 4627.323 to the left,  improve=1, (0 missing)
      c5 < 4102.023 to the right, improve=1, (0 missing)

Node number 127428: 4 observations
  predicted class=closed  expected loss=0  P(node) =0.0003822265
    class counts:     4     0
   probabilities: 1.000 0.000 

Node number 127429: 6 observations,    complexity param=0.0002836276
  predicted class=closed  expected loss=0.5  P(node) =0.0005733397
    class counts:     3     3
   probabilities: 0.500 0.500 
  left son=254858 (3 obs) right son=254859 (3 obs)
  Primary splits:
      c3  < 3995.677 to the left,  improve=3.0, (0 missing)
      c1  < 4296.613 to the right, improve=1.5, (0 missing)
      c6  < 4341.482 to the left,  improve=1.5, (0 missing)
      c7  < 4233.027 to the right, improve=1.5, (0 missing)
      c11 < 4201.2   to the right, improve=1.5, (0 missing)
  Surrogate splits:
      c1  < 4296.613 to the right, agree=0.833, adj=0.667, (0 split)
      c6  < 4341.482 to the left,  agree=0.833, adj=0.667, (0 split)
      c7  < 4233.027 to the right, agree=0.833, adj=0.667, (0 split)
      c11 < 4201.2   to the right, agree=0.833, adj=0.667, (0 split)
      c13 < 4290.518 to the right, agree=0.833, adj=0.667, (0 split)

Node number 129006: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 129007: 62 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.06451613  P(node) =0.00592451
    class counts:     4    58
   probabilities: 0.065 0.935 
  left son=258014 (1 obs) right son=258015 (61 obs)
  Primary splits:
      c15 < 4628.179 to the right, improve=1.778953, (0 missing)
      c10 < 4604.444 to the left,  improve=0.783871, (0 missing)
      c4  < 4636.629 to the left,  improve=0.763871, (0 missing)
      c6  < 4346.741 to the right, improve=0.763871, (0 missing)
      c5  < 4111.191 to the right, improve=0.483871, (0 missing)

Node number 129916: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 129917: 3 observations
  predicted class=open    expected loss=0  P(node) =0.0002866699
    class counts:     0     3
   probabilities: 0.000 1.000 

Node number 131032: 4 observations
  predicted class=closed  expected loss=0  P(node) =0.0003822265
    class counts:     4     0
   probabilities: 1.000 0.000 

Node number 131033: 3 observations
  predicted class=open    expected loss=0  P(node) =0.0002866699
    class counts:     0     3
   probabilities: 0.000 1.000 

Node number 131036: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 131037: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 131038: 21 observations,    complexity param=0.0001701766
  predicted class=open    expected loss=0.1428571  P(node) =0.002006689
    class counts:     3    18
   probabilities: 0.143 0.857 
  left son=262076 (7 obs) right son=262077 (14 obs)
  Primary splits:
      c9  < 4198.99  to the left,  improve=1.714286, (0 missing)
      c1  < 4282.156 to the right, improve=1.542857, (0 missing)
      c5  < 4102.64  to the right, improve=1.542857, (0 missing)
      c6  < 4326.866 to the left,  improve=1.542857, (0 missing)
      c13 < 4272.017 to the right, improve=1.392857, (0 missing)
  Surrogate splits:
      c6 < 4334.503 to the left,  agree=0.762, adj=0.286, (0 split)
      c1 < 4281.417 to the right, agree=0.714, adj=0.143, (0 split)
      c2 < 4257.495 to the right, agree=0.714, adj=0.143, (0 split)
      c3 < 3981.139 to the left,  agree=0.714, adj=0.143, (0 split)
      c4 < 4624.606 to the left,  agree=0.714, adj=0.143, (0 split)

Node number 131039: 106 observations,    complexity param=0.0001063603
  predicted class=open    expected loss=0.009433962  P(node) =0.010129
    class counts:     1   105
   probabilities: 0.009 0.991 
  left son=262078 (4 obs) right son=262079 (102 obs)
  Primary splits:
      c9  < 4217.806 to the right, improve=0.48113210, (0 missing)
      c3  < 3959.389 to the left,  improve=0.20335430, (0 missing)
      c16 < 4350.948 to the right, improve=0.18113210, (0 missing)
      c10 < 4622.928 to the right, improve=0.11446540, (0 missing)
      c7  < 4235.811 to the right, improve=0.09877913, (0 missing)

Node number 131060: 2 observations
  predicted class=closed  expected loss=0  P(node) =0.0001911132
    class counts:     2     0
   probabilities: 1.000 0.000 

Node number 131061: 14 observations,    complexity param=0.0001595405
  predicted class=open    expected loss=0.1428571  P(node) =0.001337793
    class counts:     2    12
   probabilities: 0.143 0.857 
  left son=262122 (1 obs) right son=262123 (13 obs)
  Primary splits:
      c3  < 3977.859 to the left,  improve=1.582418, (0 missing)
      c4  < 4636.364 to the right, improve=1.582418, (0 missing)
      c6  < 4326.686 to the left,  improve=1.582418, (0 missing)
      c13 < 4266.562 to the right, improve=1.582418, (0 missing)
      c5  < 4108.381 to the left,  improve=1.428571, (0 missing)

Node number 131062: 2 observations,    complexity param=0.0001063603
  predicted class=closed  expected loss=0.5  P(node) =0.0001911132
    class counts:     1     1
   probabilities: 0.500 0.500 
  left son=262124 (1 obs) right son=262125 (1 obs)
  Primary splits:
      c1 < 4297.351 to the right, improve=1, (0 missing)
      c2 < 4261.297 to the right, improve=1, (0 missing)
      c3 < 4001.422 to the right, improve=1, (0 missing)
      c4 < 4632.371 to the right, improve=1, (0 missing)
      c5 < 4122.572 to the right, improve=1, (0 missing)

Node number 131063: 91 observations,    complexity param=0.0001063603
  predicted class=open    expected loss=0.02197802  P(node) =0.008695652
    class counts:     2    89
   probabilities: 0.022 0.978 
  left son=262126 (3 obs) right son=262127 (88 obs)
  Primary splits:
      c6  < 4359.804 to the right, improve=0.6014819, (0 missing)
      c11 < 4219.413 to the right, improve=0.2689507, (0 missing)
      c16 < 4362.507 to the right, improve=0.2689507, (0 missing)
      c2  < 4261.682 to the left,  improve=0.1406593, (0 missing)
      c8  < 4066.031 to the left,  improve=0.1406593, (0 missing)

Node number 131068: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 131069: 30 observations,    complexity param=0.0001063603
  predicted class=open    expected loss=0.03333333  P(node) =0.002866699
    class counts:     1    29
   probabilities: 0.033 0.967 
  left son=262138 (3 obs) right son=262139 (27 obs)
  Primary splits:
      c16 < 4362.5   to the right, improve=0.6000000, (0 missing)
      c2  < 4274.236 to the right, improve=0.4333333, (0 missing)
      c7  < 4225.493 to the left,  improve=0.3333333, (0 missing)
      c11 < 4214.215 to the left,  improve=0.3333333, (0 missing)
      c13 < 4288.188 to the right, improve=0.3333333, (0 missing)

Node number 180480: 74 observations
  predicted class=closed  expected loss=0  P(node) =0.00707119
    class counts:    74     0
   probabilities: 1.000 0.000 

Node number 180481: 15 observations,    complexity param=0.0001063603
  predicted class=closed  expected loss=0.1333333  P(node) =0.001433349
    class counts:    13     2
   probabilities: 0.867 0.133 
  left son=360962 (14 obs) right son=360963 (1 obs)
  Primary splits:
      c2 < 4268.484 to the right, improve=1.6095240, (0 missing)
      c5 < 4138.827 to the right, improve=1.6095240, (0 missing)
      c4 < 4607.372 to the right, improve=1.4666670, (0 missing)
      c1 < 4335.797 to the left,  improve=1.0666670, (0 missing)
      c7 < 4223.336 to the right, improve=0.6205128, (0 missing)

Node number 180482: 6 observations
  predicted class=closed  expected loss=0  P(node) =0.0005733397
    class counts:     6     0
   probabilities: 1.000 0.000 

Node number 180483: 4 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.25  P(node) =0.0003822265
    class counts:     1     3
   probabilities: 0.250 0.750 
  left son=360966 (1 obs) right son=360967 (3 obs)
  Primary splits:
      c3  < 3999.416 to the left,  improve=1.5, (0 missing)
      c5  < 4129.662 to the right, improve=1.5, (0 missing)
      c6  < 4339.962 to the left,  improve=1.5, (0 missing)
      c8  < 4070.505 to the left,  improve=1.5, (0 missing)
      c11 < 4211.095 to the left,  improve=1.5, (0 missing)

Node number 180496: 33 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.06060606  P(node) =0.003153368
    class counts:    31     2
   probabilities: 0.939 0.061 
  left son=360992 (28 obs) right son=360993 (5 obs)
  Primary splits:
      c16 < 4385.732 to the left,  improve=1.3575760, (0 missing)
      c1  < 4321.718 to the left,  improve=0.7575758, (0 missing)
      c12 < 4215.558 to the right, improve=0.7575758, (0 missing)
      c5  < 4120.95  to the right, improve=0.6464646, (0 missing)
      c11 < 4210.208 to the left,  improve=0.5575758, (0 missing)
  Surrogate splits:
      c1  < 4333.175 to the left,  agree=0.909, adj=0.4, (0 split)
      c10 < 4599.52  to the right, agree=0.909, adj=0.4, (0 split)

Node number 180497: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 180498: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 180499: 3 observations
  predicted class=open    expected loss=0  P(node) =0.0002866699
    class counts:     0     3
   probabilities: 0.000 1.000 

Node number 180510: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 180511: 8 observations
  predicted class=open    expected loss=0  P(node) =0.0007644529
    class counts:     0     8
   probabilities: 0.000 1.000 

Node number 180576: 21 observations
  predicted class=closed  expected loss=0  P(node) =0.002006689
    class counts:    21     0
   probabilities: 1.000 0.000 

Node number 180577: 4 observations,    complexity param=0.0001063603
  predicted class=closed  expected loss=0.25  P(node) =0.0003822265
    class counts:     3     1
   probabilities: 0.750 0.250 
  left son=361154 (3 obs) right son=361155 (1 obs)
  Primary splits:
      c1 < 4308.851 to the left,  improve=1.5, (0 missing)
      c2 < 4261.946 to the left,  improve=1.5, (0 missing)
      c3 < 4002.799 to the right, improve=1.5, (0 missing)
      c4 < 4612.023 to the left,  improve=1.5, (0 missing)
      c5 < 4112.678 to the right, improve=1.5, (0 missing)

Node number 180740: 11 observations
  predicted class=closed  expected loss=0  P(node) =0.001051123
    class counts:    11     0
   probabilities: 1.000 0.000 

Node number 180741: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 184132: 6 observations
  predicted class=closed  expected loss=0  P(node) =0.0005733397
    class counts:     6     0
   probabilities: 1.000 0.000 

Node number 184133: 6 observations,    complexity param=0.000319081
  predicted class=closed  expected loss=0.5  P(node) =0.0005733397
    class counts:     3     3
   probabilities: 0.500 0.500 
  left son=368266 (3 obs) right son=368267 (3 obs)
  Primary splits:
      c1  < 4351.217 to the left,  improve=3, (0 missing)
      c2  < 4274.194 to the left,  improve=3, (0 missing)
      c6  < 4338.064 to the right, improve=3, (0 missing)
      c11 < 4200.71  to the left,  improve=3, (0 missing)
      c15 < 4618.832 to the left,  improve=3, (0 missing)
  Surrogate splits:
      c2  < 4274.194 to the left,  agree=1, adj=1, (0 split)
      c6  < 4338.064 to the right, agree=1, adj=1, (0 split)
      c11 < 4200.71  to the left,  agree=1, adj=1, (0 split)
      c15 < 4618.832 to the left,  agree=1, adj=1, (0 split)
      c16 < 4392.921 to the left,  agree=1, adj=1, (0 split)

Node number 184134: 2 observations
  predicted class=closed  expected loss=0  P(node) =0.0001911132
    class counts:     2     0
   probabilities: 1.000 0.000 

Node number 184135: 9 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.1111111  P(node) =0.0008600096
    class counts:     1     8
   probabilities: 0.111 0.889 
  left son=368270 (1 obs) right son=368271 (8 obs)
  Primary splits:
      c7  < 4236.443 to the right, improve=1.7777780, (0 missing)
      c5  < 4122.438 to the left,  improve=0.7777778, (0 missing)
      c6  < 4317.114 to the left,  improve=0.7777778, (0 missing)
      c9  < 4201.07  to the right, improve=0.7777778, (0 missing)
      c11 < 4233.208 to the right, improve=0.7777778, (0 missing)

Node number 186368: 54 observations
  predicted class=closed  expected loss=0  P(node) =0.005160057
    class counts:    54     0
   probabilities: 1.000 0.000 

Node number 186369: 4 observations,    complexity param=0.0001063603
  predicted class=closed  expected loss=0.25  P(node) =0.0003822265
    class counts:     3     1
   probabilities: 0.750 0.250 
  left son=372738 (3 obs) right son=372739 (1 obs)
  Primary splits:
      c1 < 4311.46  to the right, improve=1.5, (0 missing)
      c3 < 4009.333 to the right, improve=1.5, (0 missing)
      c6 < 4344.562 to the left,  improve=1.5, (0 missing)
      c7 < 4246.562 to the left,  improve=1.5, (0 missing)
      c9 < 4216.927 to the right, improve=1.5, (0 missing)

Node number 186370: 3 observations
  predicted class=closed  expected loss=0  P(node) =0.0002866699
    class counts:     3     0
   probabilities: 1.000 0.000 

Node number 186371: 3 observations
  predicted class=open    expected loss=0  P(node) =0.0002866699
    class counts:     0     3
   probabilities: 0.000 1.000 

Node number 186372: 7 observations
  predicted class=closed  expected loss=0  P(node) =0.0006688963
    class counts:     7     0
   probabilities: 1.000 0.000 

Node number 186373: 3 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.3333333  P(node) =0.0002866699
    class counts:     1     2
   probabilities: 0.333 0.667 
  left son=372746 (1 obs) right son=372747 (2 obs)
  Primary splits:
      c1 < 4303.041 to the left,  improve=1.333333, (0 missing)
      c2 < 4276.217 to the right, improve=1.333333, (0 missing)
      c3 < 4030.736 to the right, improve=1.333333, (0 missing)
      c4 < 4623.052 to the left,  improve=1.333333, (0 missing)
      c5 < 4142.542 to the right, improve=1.333333, (0 missing)

Node number 186376: 19 observations
  predicted class=closed  expected loss=0  P(node) =0.001815576
    class counts:    19     0
   probabilities: 1.000 0.000 

Node number 186377: 131 observations,    complexity param=0.0004963483
  predicted class=closed  expected loss=0.3282443  P(node) =0.01251792
    class counts:    88    43
   probabilities: 0.672 0.328 
  left son=372754 (15 obs) right son=372755 (116 obs)
  Primary splits:
      c15 < 4588.421 to the left,  improve=3.650303, (0 missing)
      c8  < 4056.135 to the left,  improve=3.109975, (0 missing)
      c9  < 4206.542 to the left,  improve=3.082062, (0 missing)
      c16 < 4381.218 to the left,  improve=2.958005, (0 missing)
      c12 < 4240.936 to the left,  improve=2.867121, (0 missing)
  Surrogate splits:
      c13 < 4264.235 to the left,  agree=0.924, adj=0.333, (0 split)
      c11 < 4189.847 to the left,  agree=0.908, adj=0.200, (0 split)
      c16 < 4364.299 to the left,  agree=0.908, adj=0.200, (0 split)
      c7  < 4209.405 to the left,  agree=0.901, adj=0.133, (0 split)
      c3  < 4057.927 to the right, agree=0.893, adj=0.067, (0 split)

Node number 186620: 8 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.5  P(node) =0.0007644529
    class counts:     4     4
   probabilities: 0.500 0.500 
  left son=373240 (5 obs) right son=373241 (3 obs)
  Primary splits:
      c1  < 4311.353 to the left,  improve=2.4, (0 missing)
      c7  < 4240.358 to the left,  improve=2.4, (0 missing)
      c8  < 4079.518 to the left,  improve=2.4, (0 missing)
      c13 < 4290.97  to the left,  improve=2.4, (0 missing)
      c15 < 4612.976 to the left,  improve=2.4, (0 missing)
  Surrogate splits:
      c3  < 4011.332 to the right, agree=0.875, adj=0.667, (0 split)
      c7  < 4250.618 to the left,  agree=0.875, adj=0.667, (0 split)
      c8  < 4084.903 to the left,  agree=0.875, adj=0.667, (0 split)
      c15 < 4614.117 to the left,  agree=0.875, adj=0.667, (0 split)
      c16 < 4379.068 to the left,  agree=0.875, adj=0.667, (0 split)

Node number 186621: 16 observations
  predicted class=open    expected loss=0  P(node) =0.001528906
    class counts:     0    16
   probabilities: 0.000 1.000 

Node number 186876: 2 observations
  predicted class=closed  expected loss=0  P(node) =0.0001911132
    class counts:     2     0
   probabilities: 1.000 0.000 

Node number 186877: 2 observations
  predicted class=open    expected loss=0  P(node) =0.0001911132
    class counts:     0     2
   probabilities: 0.000 1.000 

Node number 186878: 50 observations,    complexity param=0.000273498
  predicted class=open    expected loss=0.18  P(node) =0.004777831
    class counts:     9    41
   probabilities: 0.180 0.820 
  left son=373756 (11 obs) right son=373757 (39 obs)
  Primary splits:
      c9  < 4202.988 to the left,  improve=3.766993, (0 missing)
      c10 < 4621.264 to the left,  improve=2.825217, (0 missing)
      c3  < 4023.59  to the right, improve=2.801667, (0 missing)
      c13 < 4282.294 to the left,  improve=1.926667, (0 missing)
      c4  < 4622.471 to the left,  improve=1.789412, (0 missing)
  Surrogate splits:
      c8 < 4058.089 to the left,  agree=0.88, adj=0.455, (0 split)
      c7 < 4228.49  to the left,  agree=0.86, adj=0.364, (0 split)
      c4 < 4618.993 to the left,  agree=0.82, adj=0.182, (0 split)

Node number 186879: 64 observations,    complexity param=0.0001063603
  predicted class=open    expected loss=0.015625  P(node) =0.006115624
    class counts:     1    63
   probabilities: 0.016 0.984 
  left son=373758 (3 obs) right son=373759 (61 obs)
  Primary splits:
      c5  < 4098.689 to the left,  improve=0.6354167, (0 missing)
      c7  < 4251.568 to the right, improve=0.4687500, (0 missing)
      c11 < 4222.247 to the right, improve=0.4687500, (0 missing)
      c1  < 4307.505 to the right, improve=0.3687500, (0 missing)
      c13 < 4289.38  to the right, improve=0.1505682, (0 missing)

Node number 188412: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 188413: 2 observations
  predicted class=open    expected loss=0  P(node) =0.0001911132
    class counts:     0     2
   probabilities: 0.000 1.000 

Node number 188414: 8 observations,    complexity param=0.0001063603
  predicted class=open    expected loss=0.125  P(node) =0.0007644529
    class counts:     1     7
   probabilities: 0.125 0.875 
  left son=376828 (1 obs) right son=376829 (7 obs)
  Primary splits:
      c1  < 4291.616 to the right, improve=1.75, (0 missing)
      c8  < 4081.389 to the right, improve=1.75, (0 missing)
      c16 < 4376.455 to the right, improve=1.75, (0 missing)
      c3  < 4008.349 to the right, improve=0.75, (0 missing)
      c6  < 4346.519 to the right, improve=0.75, (0 missing)

Node number 188415: 119 observations
  predicted class=open    expected loss=0  P(node) =0.01137124
    class counts:     0   119
   probabilities: 0.000 1.000 

Node number 205948: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 205949: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 212956: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 212957: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 222208: 42 observations,    complexity param=0.0001063603
  predicted class=closed  expected loss=0.02380952  P(node) =0.004013378
    class counts:    41     1
   probabilities: 0.976 0.024 
  left son=444416 (40 obs) right son=444417 (2 obs)
  Primary splits:
      c5  < 4090.986 to the right, improve=0.9523810, (0 missing)
      c7  < 4229.032 to the left,  improve=0.2857143, (0 missing)
      c4  < 4603.405 to the right, improve=0.2023810, (0 missing)
      c11 < 4181.181 to the right, improve=0.1523810, (0 missing)
      c16 < 4334.604 to the right, improve=0.1341991, (0 missing)

Node number 222209: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 232452: 22 observations
  predicted class=closed  expected loss=0  P(node) =0.002102246
    class counts:    22     0
   probabilities: 1.000 0.000 

Node number 232453: 108 observations,    complexity param=0.0003545345
  predicted class=closed  expected loss=0.2222222  P(node) =0.01032011
    class counts:    84    24
   probabilities: 0.778 0.222 
  left son=464906 (40 obs) right son=464907 (68 obs)
  Primary splits:
      c9  < 4189.421 to the left,  improve=2.753922, (0 missing)
      c8  < 4082.721 to the left,  improve=2.314103, (0 missing)
      c5  < 4107.829 to the right, improve=1.855072, (0 missing)
      c10 < 4612.92  to the right, improve=1.785772, (0 missing)
      c16 < 4338.63  to the left,  improve=1.719048, (0 missing)
  Surrogate splits:
      c10 < 4597.671 to the left,  agree=0.759, adj=0.350, (0 split)
      c3  < 3972.444 to the left,  agree=0.731, adj=0.275, (0 split)
      c1  < 4258.064 to the left,  agree=0.676, adj=0.125, (0 split)
      c6  < 4338.993 to the right, agree=0.676, adj=0.125, (0 split)
      c11 < 4180.117 to the left,  agree=0.676, adj=0.125, (0 split)

Node number 232464: 24 observations
  predicted class=closed  expected loss=0  P(node) =0.002293359
    class counts:    24     0
   probabilities: 1.000 0.000 

Node number 232465: 14 observations,    complexity param=0.000319081
  predicted class=closed  expected loss=0.2857143  P(node) =0.001337793
    class counts:    10     4
   probabilities: 0.714 0.286 
  left son=464930 (11 obs) right son=464931 (3 obs)
  Primary splits:
      c4  < 4610.205 to the left,  improve=3.896104, (0 missing)
      c13 < 4271.488 to the left,  improve=2.414286, (0 missing)
      c6  < 4328.546 to the left,  improve=2.380952, (0 missing)
      c9  < 4191.485 to the left,  improve=1.714286, (0 missing)
      c10 < 4596.739 to the left,  improve=1.714286, (0 missing)
  Surrogate splits:
      c1  < 4275.258 to the right, agree=0.857, adj=0.333, (0 split)
      c13 < 4272.387 to the left,  agree=0.857, adj=0.333, (0 split)
      c16 < 4343.212 to the right, agree=0.857, adj=0.333, (0 split)

Node number 232466: 3 observations
  predicted class=closed  expected loss=0  P(node) =0.0002866699
    class counts:     3     0
   probabilities: 1.000 0.000 

Node number 232467: 4 observations
  predicted class=open    expected loss=0  P(node) =0.0003822265
    class counts:     0     4
   probabilities: 0.000 1.000 

Node number 232470: 2 observations
  predicted class=closed  expected loss=0  P(node) =0.0001911132
    class counts:     2     0
   probabilities: 1.000 0.000 

Node number 232471: 12 observations
  predicted class=open    expected loss=0  P(node) =0.001146679
    class counts:     0    12
   probabilities: 0.000 1.000 

Node number 232480: 27 observations
  predicted class=closed  expected loss=0  P(node) =0.002580029
    class counts:    27     0
   probabilities: 1.000 0.000 

Node number 232481: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 232482: 2 observations
  predicted class=closed  expected loss=0  P(node) =0.0001911132
    class counts:     2     0
   probabilities: 1.000 0.000 

Node number 232483: 3 observations
  predicted class=open    expected loss=0  P(node) =0.0002866699
    class counts:     0     3
   probabilities: 0.000 1.000 

Node number 232496: 21 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.0952381  P(node) =0.002006689
    class counts:    19     2
   probabilities: 0.905 0.095 
  left son=464992 (20 obs) right son=464993 (1 obs)
  Primary splits:
      c10 < 4631.722 to the left,  improve=1.7190480, (0 missing)
      c15 < 4610.303 to the left,  improve=1.7190480, (0 missing)
      c11 < 4210.268 to the left,  improve=1.2190480, (0 missing)
      c1  < 4279.628 to the right, improve=0.6190476, (0 missing)
      c4  < 4608.697 to the left,  improve=0.6190476, (0 missing)

Node number 232497: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 232502: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 232503: 9 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.1111111  P(node) =0.0008600096
    class counts:     1     8
   probabilities: 0.111 0.889 
  left son=465006 (1 obs) right son=465007 (8 obs)
  Primary splits:
      c7  < 4211.814 to the left,  improve=1.7777780, (0 missing)
      c8  < 4058.93  to the right, improve=1.7777780, (0 missing)
      c11 < 4161.955 to the left,  improve=1.7777780, (0 missing)
      c4  < 4613.685 to the right, improve=0.7777778, (0 missing)
      c1  < 4281.571 to the left,  improve=0.4444444, (0 missing)

Node number 232504: 16 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.0625  P(node) =0.001528906
    class counts:    15     1
   probabilities: 0.938 0.062 
  left son=465008 (15 obs) right son=465009 (1 obs)
  Primary splits:
      c11 < 4178.389 to the right, improve=1.8750000, (0 missing)
      c1  < 4279.584 to the right, improve=0.8750000, (0 missing)
      c2  < 4269.989 to the left,  improve=0.5416667, (0 missing)
      c9  < 4190.859 to the right, improve=0.2750000, (0 missing)
      c10 < 4609.039 to the right, improve=0.2750000, (0 missing)

Node number 232505: 3 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.3333333  P(node) =0.0002866699
    class counts:     1     2
   probabilities: 0.333 0.667 
  left son=465010 (1 obs) right son=465011 (2 obs)
  Primary splits:
      c1 < 4296.878 to the right, improve=1.333333, (0 missing)
      c2 < 4260.138 to the left,  improve=1.333333, (0 missing)
      c4 < 4612.882 to the left,  improve=1.333333, (0 missing)
      c5 < 4090.552 to the left,  improve=1.333333, (0 missing)
      c7 < 4224.765 to the left,  improve=1.333333, (0 missing)

Node number 232506: 16 observations,    complexity param=0.0004254414
  predicted class=closed  expected loss=0.3125  P(node) =0.001528906
    class counts:    11     5
   probabilities: 0.688 0.312 
  left son=465012 (6 obs) right son=465013 (10 obs)
  Primary splits:
      c10 < 4599.755 to the left,  improve=1.875000, (0 missing)
      c12 < 4226.622 to the left,  improve=1.668651, (0 missing)
      c13 < 4271.526 to the right, improve=1.420455, (0 missing)
      c7  < 4212.573 to the right, improve=1.202273, (0 missing)
      c1  < 4288.421 to the right, improve=1.041667, (0 missing)
  Surrogate splits:
      c3  < 3973.13  to the left,  agree=0.812, adj=0.500, (0 split)
      c1  < 4288.421 to the right, agree=0.750, adj=0.333, (0 split)
      c2  < 4269.744 to the right, agree=0.750, adj=0.333, (0 split)
      c8  < 4067.082 to the right, agree=0.750, adj=0.333, (0 split)
      c12 < 4223.632 to the left,  agree=0.750, adj=0.333, (0 split)

Node number 232507: 35 observations,    complexity param=0.0004254414
  predicted class=open    expected loss=0.2  P(node) =0.003344482
    class counts:     7    28
   probabilities: 0.200 0.800 
  left son=465014 (2 obs) right son=465015 (33 obs)
  Primary splits:
      c1  < 4296.719 to the right, improve=2.715152, (0 missing)
      c15 < 4564.748 to the left,  improve=2.715152, (0 missing)
      c11 < 4187.624 to the left,  improve=2.438095, (0 missing)
      c9  < 4201.476 to the right, improve=1.866667, (0 missing)
      c3  < 3981.763 to the right, improve=1.546405, (0 missing)

Node number 232510: 5 observations,    complexity param=0.000319081
  predicted class=closed  expected loss=0.4  P(node) =0.0004777831
    class counts:     3     2
   probabilities: 0.600 0.400 
  left son=465020 (3 obs) right son=465021 (2 obs)
  Primary splits:
      c4  < 4613.145 to the left,  improve=2.400000, (0 missing)
      c12 < 4239.526 to the left,  improve=2.400000, (0 missing)
      c5  < 4100.32  to the right, improve=1.066667, (0 missing)
      c6  < 4333.634 to the left,  improve=1.066667, (0 missing)
      c8  < 4066.357 to the left,  improve=1.066667, (0 missing)
  Surrogate splits:
      c12 < 4239.526 to the left,  agree=1.0, adj=1.0, (0 split)
      c5  < 4100.32  to the right, agree=0.8, adj=0.5, (0 split)
      c6  < 4333.634 to the left,  agree=0.8, adj=0.5, (0 split)
      c8  < 4066.357 to the left,  agree=0.8, adj=0.5, (0 split)
      c9  < 4217.14  to the right, agree=0.8, adj=0.5, (0 split)

Node number 232511: 34 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.08823529  P(node) =0.003248925
    class counts:     3    31
   probabilities: 0.088 0.912 
  left son=465022 (1 obs) right son=465023 (33 obs)
  Primary splits:
      c3  < 3959.689 to the left,  improve=1.7130120, (0 missing)
      c4  < 4600.858 to the left,  improve=1.7130120, (0 missing)
      c12 < 4201.048 to the left,  improve=0.7205882, (0 missing)
      c1  < 4283.215 to the left,  improve=0.5294118, (0 missing)
      c2  < 4262.426 to the left,  improve=0.4179567, (0 missing)

Node number 232572: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 232573: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 232600: 40 observations,    complexity param=0.0004254414
  predicted class=closed  expected loss=0.25  P(node) =0.003822265
    class counts:    30    10
   probabilities: 0.750 0.250 
  left son=465200 (38 obs) right son=465201 (2 obs)
  Primary splits:
      c13 < 4257.306 to the right, improve=2.368421, (0 missing)
      c1  < 4286.651 to the left,  improve=1.451613, (0 missing)
      c12 < 4246.485 to the left,  improve=1.400000, (0 missing)
      c6  < 4325.994 to the right, improve=1.400000, (0 missing)
      c4  < 4608.128 to the left,  improve=1.373626, (0 missing)

Node number 232601: 2 observations
  predicted class=open    expected loss=0  P(node) =0.0001911132
    class counts:     0     2
   probabilities: 0.000 1.000 

Node number 232602: 18 observations,    complexity param=0.0008508828
  predicted class=closed  expected loss=0.2777778  P(node) =0.001720019
    class counts:    13     5
   probabilities: 0.722 0.278 
  left son=465204 (14 obs) right son=465205 (4 obs)
  Primary splits:
      c11 < 4161.953 to the right, improve=5.365079, (0 missing)
      c3  < 4013.431 to the left,  improve=2.293651, (0 missing)
      c5  < 4129.121 to the left,  improve=1.437607, (0 missing)
      c15 < 4592.858 to the left,  improve=1.388889, (0 missing)
      c2  < 4244.673 to the right, improve=1.104575, (0 missing)
  Surrogate splits:
      c2 < 4266.776 to the left,  agree=0.833, adj=0.25, (0 split)

Node number 232603: 41 observations,    complexity param=0.0004254414
  predicted class=open    expected loss=0.2682927  P(node) =0.003917821
    class counts:    11    30
   probabilities: 0.268 0.732 
  left son=465206 (24 obs) right son=465207 (17 obs)
  Primary splits:
      c16 < 4349.756 to the right, improve=4.180894, (0 missing)
      c13 < 4273.068 to the right, improve=3.445387, (0 missing)
      c4  < 4610.549 to the right, improve=2.904324, (0 missing)
      c11 < 4217.272 to the right, improve=2.251407, (0 missing)
      c5  < 4116.877 to the right, improve=1.660061, (0 missing)
  Surrogate splits:
      c13 < 4273.068 to the right, agree=0.756, adj=0.412, (0 split)
      c1  < 4287.689 to the right, agree=0.732, adj=0.353, (0 split)
      c4  < 4610.549 to the right, agree=0.732, adj=0.353, (0 split)
      c7  < 4224.481 to the right, agree=0.732, adj=0.353, (0 split)
      c2  < 4247.756 to the right, agree=0.707, adj=0.294, (0 split)

Node number 232638: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 232639: 46 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.08695652  P(node) =0.004395604
    class counts:     4    42
   probabilities: 0.087 0.913 
  left son=465278 (1 obs) right son=465279 (45 obs)
  Primary splits:
      c16 < 4362.361 to the right, improve=1.7043480, (0 missing)
      c6  < 4343.516 to the right, improve=0.8631714, (0 missing)
      c10 < 4615.696 to the right, improve=0.7495693, (0 missing)
      c9  < 4184.198 to the left,  improve=0.6525621, (0 missing)
      c1  < 4278.191 to the right, improve=0.4895330, (0 missing)

Node number 232640: 17 observations
  predicted class=closed  expected loss=0  P(node) =0.001624462
    class counts:    17     0
   probabilities: 1.000 0.000 

Node number 232641: 7 observations,    complexity param=0.0001418138
  predicted class=closed  expected loss=0.2857143  P(node) =0.0006688963
    class counts:     5     2
   probabilities: 0.714 0.286 
  left son=465282 (4 obs) right son=465283 (3 obs)
  Primary splits:
      c1  < 4292.572 to the left,  improve=1.52381, (0 missing)
      c5  < 4119.172 to the left,  improve=1.52381, (0 missing)
      c6  < 4324.18  to the left,  improve=1.52381, (0 missing)
      c7  < 4235.789 to the right, improve=1.52381, (0 missing)
      c10 < 4613.333 to the right, improve=1.52381, (0 missing)
  Surrogate splits:
      c5 < 4119.172 to the left,  agree=1.000, adj=1.000, (0 split)
      c2 < 4250.324 to the left,  agree=0.857, adj=0.667, (0 split)
      c3 < 3993.854 to the left,  agree=0.857, adj=0.667, (0 split)
      c6 < 4322.788 to the left,  agree=0.857, adj=0.667, (0 split)
      c4 < 4611.23  to the left,  agree=0.714, adj=0.333, (0 split)

Node number 232642: 2 observations
  predicted class=closed  expected loss=0  P(node) =0.0001911132
    class counts:     2     0
   probabilities: 1.000 0.000 

Node number 232643: 2 observations
  predicted class=open    expected loss=0  P(node) =0.0001911132
    class counts:     0     2
   probabilities: 0.000 1.000 

Node number 232658: 5 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.2  P(node) =0.0004777831
    class counts:     4     1
   probabilities: 0.800 0.200 
  left son=465316 (4 obs) right son=465317 (1 obs)
  Primary splits:
      c1 < 4282.158 to the right, improve=1.6, (0 missing)
      c2 < 4256.156 to the right, improve=1.6, (0 missing)
      c4 < 4614.204 to the left,  improve=1.6, (0 missing)
      c5 < 4117.599 to the right, improve=1.6, (0 missing)
      c6 < 4327.408 to the right, improve=1.6, (0 missing)

Node number 232659: 4 observations
  predicted class=open    expected loss=0  P(node) =0.0003822265
    class counts:     0     4
   probabilities: 0.000 1.000 

Node number 232690: 12 observations,    complexity param=0.000319081
  predicted class=closed  expected loss=0.3333333  P(node) =0.001146679
    class counts:     8     4
   probabilities: 0.667 0.333 
  left son=465380 (5 obs) right son=465381 (7 obs)
  Primary splits:
      c11 < 4176.193 to the left,  improve=1.904762, (0 missing)
      c3  < 3995.056 to the right, improve=1.333333, (0 missing)
      c7  < 4216.919 to the left,  improve=1.333333, (0 missing)
      c10 < 4611.687 to the right, improve=1.219048, (0 missing)
      c8  < 4073.878 to the left,  improve=1.219048, (0 missing)
  Surrogate splits:
      c16 < 4346.355 to the left,  agree=0.833, adj=0.6, (0 split)
      c1  < 4301.255 to the right, agree=0.750, adj=0.4, (0 split)
      c3  < 3995.056 to the right, agree=0.750, adj=0.4, (0 split)
      c4  < 4612.297 to the left,  agree=0.750, adj=0.4, (0 split)
      c5  < 4118.657 to the right, agree=0.750, adj=0.4, (0 split)

Node number 232691: 6 observations
  predicted class=open    expected loss=0  P(node) =0.0005733397
    class counts:     0     6
   probabilities: 0.000 1.000 

Node number 232694: 2 observations
  predicted class=closed  expected loss=0  P(node) =0.0001911132
    class counts:     2     0
   probabilities: 1.000 0.000 

Node number 232695: 45 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.1555556  P(node) =0.004300048
    class counts:     7    38
   probabilities: 0.156 0.844 
  left son=465390 (3 obs) right son=465391 (42 obs)
  Primary splits:
      c7  < 4203.766 to the left,  improve=1.6793650, (0 missing)
      c8  < 4071.312 to the left,  improve=1.6517150, (0 missing)
      c9  < 4171.239 to the left,  improve=1.4585860, (0 missing)
      c11 < 4177.379 to the left,  improve=1.1819060, (0 missing)
      c10 < 4614.956 to the right, improve=0.9370871, (0 missing)

Node number 232702: 127 observations,    complexity param=0.0004786216
  predicted class=open    expected loss=0.2204724  P(node) =0.01213569
    class counts:    28    99
   probabilities: 0.220 0.780 
  left son=465404 (31 obs) right son=465405 (96 obs)
  Primary splits:
      c15 < 4592.136 to the left,  improve=4.382038, (0 missing)
      c12 < 4229.971 to the left,  improve=2.582661, (0 missing)
      c13 < 4272.499 to the left,  improve=2.552026, (0 missing)
      c16 < 4341.432 to the left,  improve=2.469543, (0 missing)
      c11 < 4205.208 to the left,  improve=1.858354, (0 missing)
  Surrogate splits:
      c13 < 4268.65  to the left,  agree=0.787, adj=0.129, (0 split)
      c9  < 4171.501 to the left,  agree=0.772, adj=0.065, (0 split)
      c16 < 4341.432 to the left,  agree=0.772, adj=0.065, (0 split)
      c3  < 3974.8   to the left,  agree=0.764, adj=0.032, (0 split)
      c5  < 4135.533 to the right, agree=0.764, adj=0.032, (0 split)

Node number 232703: 40 observations
  predicted class=open    expected loss=0  P(node) =0.003822265
    class counts:     0    40
   probabilities: 0.000 1.000 

Node number 232832: 32 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.09375  P(node) =0.003057812
    class counts:    29     3
   probabilities: 0.906 0.094 
  left son=465664 (25 obs) right son=465665 (7 obs)
  Primary splits:
      c2 < 4271.693 to the left,  improve=2.0089290, (0 missing)
      c4 < 4622.737 to the left,  improve=1.6955650, (0 missing)
      c3 < 4014.55  to the left,  improve=0.8477564, (0 missing)
      c1 < 4308.996 to the left,  improve=0.7041667, (0 missing)
      c6 < 4327.296 to the right, improve=0.7041667, (0 missing)
  Surrogate splits:
      c11 < 4211.75  to the left,  agree=0.875, adj=0.429, (0 split)
      c1  < 4305.737 to the left,  agree=0.844, adj=0.286, (0 split)
      c9  < 4217.056 to the left,  agree=0.844, adj=0.286, (0 split)
      c10 < 4628.571 to the left,  agree=0.844, adj=0.286, (0 split)
      c12 < 4222.548 to the left,  agree=0.812, adj=0.143, (0 split)

Node number 232833: 60 observations,    complexity param=0.0005672552
  predicted class=closed  expected loss=0.35  P(node) =0.005733397
    class counts:    39    21
   probabilities: 0.650 0.350 
  left son=465666 (38 obs) right son=465667 (22 obs)
  Primary splits:
      c16 < 4356.287 to the left,  improve=2.654067, (0 missing)
      c5  < 4131.475 to the right, improve=2.594118, (0 missing)
      c13 < 4272.235 to the left,  improve=1.978532, (0 missing)
      c1  < 4308.753 to the left,  improve=1.748276, (0 missing)
      c6  < 4343.75  to the left,  improve=1.344444, (0 missing)
  Surrogate splits:
      c1  < 4301.217 to the left,  agree=0.717, adj=0.227, (0 split)
      c12 < 4209.468 to the right, agree=0.683, adj=0.136, (0 split)
      c2  < 4264.545 to the left,  agree=0.667, adj=0.091, (0 split)
      c3  < 4013.989 to the left,  agree=0.667, adj=0.091, (0 split)
      c6  < 4322.673 to the right, agree=0.667, adj=0.091, (0 split)

Node number 232848: 13 observations
  predicted class=closed  expected loss=0  P(node) =0.001242236
    class counts:    13     0
   probabilities: 1.000 0.000 

Node number 232849: 22 observations,    complexity param=0.000319081
  predicted class=closed  expected loss=0.3636364  P(node) =0.002102246
    class counts:    14     8
   probabilities: 0.636 0.364 
  left son=465698 (19 obs) right son=465699 (3 obs)
  Primary splits:
      c1  < 4298.668 to the right, improve=2.813397, (0 missing)
      c10 < 4621.135 to the right, improve=2.715152, (0 missing)
      c4  < 4616.923 to the left,  improve=2.181818, (0 missing)
      c12 < 4226.964 to the right, improve=1.781818, (0 missing)
      c16 < 4357.955 to the left,  improve=1.515152, (0 missing)

Node number 232850: 30 observations,    complexity param=0.0008508828
  predicted class=closed  expected loss=0.3333333  P(node) =0.002866699
    class counts:    20    10
   probabilities: 0.667 0.333 
  left son=465700 (24 obs) right son=465701 (6 obs)
  Primary splits:
      c12 < 4231.953 to the right, improve=3.750000, (0 missing)
      c3  < 3993.552 to the right, improve=2.962963, (0 missing)
      c8  < 4073.262 to the left,  improve=2.650104, (0 missing)
      c2  < 4264.567 to the right, improve=2.400000, (0 missing)
      c9  < 4199.883 to the left,  improve=2.400000, (0 missing)
  Surrogate splits:
      c4  < 4615.595 to the right, agree=0.867, adj=0.333, (0 split)
      c9  < 4213.268 to the left,  agree=0.867, adj=0.333, (0 split)
      c16 < 4360.228 to the left,  agree=0.867, adj=0.333, (0 split)

Node number 232851: 34 observations,    complexity param=0.0004254414
  predicted class=open    expected loss=0.2647059  P(node) =0.003248925
    class counts:     9    25
   probabilities: 0.265 0.735 
  left son=465702 (8 obs) right son=465703 (26 obs)
  Primary splits:
      c7  < 4241.194 to the right, improve=2.716063, (0 missing)
      c15 < 4603.646 to the right, improve=2.716063, (0 missing)
      c16 < 4346.896 to the left,  improve=2.354342, (0 missing)
      c5  < 4139.849 to the right, improve=2.135294, (0 missing)
      c1  < 4299.445 to the right, improve=1.630899, (0 missing)
  Surrogate splits:
      c9  < 4207.993 to the right, agree=0.824, adj=0.250, (0 split)
      c11 < 4214.919 to the right, agree=0.824, adj=0.250, (0 split)
      c13 < 4290.251 to the right, agree=0.824, adj=0.250, (0 split)
      c16 < 4346.634 to the left,  agree=0.794, adj=0.125, (0 split)

Node number 232860: 3 observations
  predicted class=closed  expected loss=0  P(node) =0.0002866699
    class counts:     3     0
   probabilities: 1.000 0.000 

Node number 232861: 10 observations,    complexity param=0.000319081
  predicted class=open    expected loss=0.2  P(node) =0.0009555662
    class counts:     2     8
   probabilities: 0.200 0.800 
  left son=465722 (2 obs) right son=465723 (8 obs)
  Primary splits:
      c6  < 4341.877 to the right, improve=3.200000, (0 missing)
      c11 < 4196.17  to the left,  improve=3.200000, (0 missing)
      c13 < 4272.588 to the left,  improve=1.866667, (0 missing)
      c2  < 4247.945 to the left,  improve=1.422222, (0 missing)
      c4  < 4615.987 to the left,  improve=1.422222, (0 missing)
  Surrogate splits:
      c11 < 4196.17  to the left,  agree=1.0, adj=1.0, (0 split)
      c13 < 4272.588 to the left,  agree=0.9, adj=0.5, (0 split)

Node number 232890: 8 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.5  P(node) =0.0007644529
    class counts:     4     4
   probabilities: 0.500 0.500 
  left son=465780 (3 obs) right son=465781 (5 obs)
  Primary splits:
      c1  < 4293.101 to the left,  improve=2.400000, (0 missing)
      c6  < 4346.43  to the left,  improve=2.400000, (0 missing)
      c9  < 4212.748 to the left,  improve=2.400000, (0 missing)
      c13 < 4283.788 to the right, improve=2.400000, (0 missing)
      c2  < 4257.767 to the right, improve=1.333333, (0 missing)
  Surrogate splits:
      c3  < 3984.622 to the left,  agree=0.875, adj=0.667, (0 split)
      c6  < 4343.854 to the left,  agree=0.875, adj=0.667, (0 split)
      c9  < 4201.301 to the left,  agree=0.875, adj=0.667, (0 split)
      c10 < 4614.236 to the left,  agree=0.875, adj=0.667, (0 split)
      c13 < 4285.741 to the right, agree=0.875, adj=0.667, (0 split)

Node number 232891: 10 observations
  predicted class=open    expected loss=0  P(node) =0.0009555662
    class counts:     0    10
   probabilities: 0.000 1.000 

Node number 232892: 2 observations
  predicted class=closed  expected loss=0  P(node) =0.0001911132
    class counts:     2     0
   probabilities: 1.000 0.000 

Node number 232893: 16 observations,    complexity param=0.0001063603
  predicted class=open    expected loss=0.0625  P(node) =0.001528906
    class counts:     1    15
   probabilities: 0.062 0.937 
  left son=465786 (2 obs) right son=465787 (14 obs)
  Primary splits:
      c12 < 4214.167 to the left,  improve=0.8750000, (0 missing)
      c2  < 4279.39  to the right, improve=0.5416667, (0 missing)
      c3  < 3989.136 to the left,  improve=0.3750000, (0 missing)
      c9  < 4209.358 to the right, improve=0.3750000, (0 missing)
      c4  < 4617.813 to the left,  improve=0.2750000, (0 missing)

Node number 232896: 17 observations
  predicted class=closed  expected loss=0  P(node) =0.001624462
    class counts:    17     0
   probabilities: 1.000 0.000 

Node number 232897: 23 observations,    complexity param=0.0004254414
  predicted class=closed  expected loss=0.3913043  P(node) =0.002197802
    class counts:    14     9
   probabilities: 0.609 0.391 
  left son=465794 (9 obs) right son=465795 (14 obs)
  Primary splits:
      c2  < 4242.386 to the left,  improve=4.527950, (0 missing)
      c9  < 4194.863 to the left,  improve=3.805007, (0 missing)
      c7  < 4237.082 to the left,  improve=3.588101, (0 missing)
      c11 < 4194.004 to the left,  improve=2.556522, (0 missing)
      c1  < 4267.653 to the left,  improve=2.485934, (0 missing)
  Surrogate splits:
      c9  < 4189.647 to the left,  agree=0.826, adj=0.556, (0 split)
      c1  < 4262.894 to the left,  agree=0.783, adj=0.444, (0 split)
      c4  < 4616.712 to the left,  agree=0.783, adj=0.444, (0 split)
      c10 < 4608.736 to the left,  agree=0.739, adj=0.333, (0 split)
      c13 < 4260.735 to the left,  agree=0.739, adj=0.333, (0 split)

Node number 232898: 5 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.2  P(node) =0.0004777831
    class counts:     4     1
   probabilities: 0.800 0.200 
  left son=465796 (4 obs) right son=465797 (1 obs)
  Primary splits:
      c4 < 4619.871 to the left,  improve=1.6, (0 missing)
      c5 < 4100.232 to the right, improve=1.6, (0 missing)
      c7 < 4239.293 to the left,  improve=1.6, (0 missing)
      c8 < 4068.502 to the left,  improve=1.6, (0 missing)
      c9 < 4209.711 to the left,  improve=1.6, (0 missing)

Node number 232899: 13 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.2307692  P(node) =0.001242236
    class counts:     3    10
   probabilities: 0.231 0.769 
  left son=465798 (3 obs) right son=465799 (10 obs)
  Primary splits:
      c9  < 4190.165 to the left,  improve=1.482051, (0 missing)
      c10 < 4610.344 to the left,  improve=1.482051, (0 missing)
      c3  < 3989.921 to the left,  improve=1.282051, (0 missing)
      c5  < 4097.506 to the left,  improve=1.282051, (0 missing)
      c7  < 4209.042 to the left,  improve=1.282051, (0 missing)
  Surrogate splits:
      c4  < 4617.867 to the left,  agree=0.846, adj=0.333, (0 split)
      c8  < 4058.266 to the left,  agree=0.846, adj=0.333, (0 split)
      c13 < 4262.217 to the left,  agree=0.846, adj=0.333, (0 split)

Node number 232914: 3 observations
  predicted class=closed  expected loss=0  P(node) =0.0002866699
    class counts:     3     0
   probabilities: 1.000 0.000 

Node number 232915: 10 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.2  P(node) =0.0009555662
    class counts:     2     8
   probabilities: 0.200 0.800 
  left son=465830 (1 obs) right son=465831 (9 obs)
  Primary splits:
      c3  < 3990.844 to the left,  improve=1.422222, (0 missing)
      c4  < 4622.713 to the right, improve=1.422222, (0 missing)
      c2  < 4263.74  to the right, improve=1.200000, (0 missing)
      c10 < 4620.668 to the right, improve=1.200000, (0 missing)
      c7  < 4224.336 to the right, improve=0.800000, (0 missing)

Node number 232916: 16 observations,    complexity param=0.0004254414
  predicted class=closed  expected loss=0.375  P(node) =0.001528906
    class counts:    10     6
   probabilities: 0.625 0.375 
  left son=465832 (5 obs) right son=465833 (11 obs)
  Primary splits:
      c16 < 4345.165 to the right, improve=2.045455, (0 missing)
      c1  < 4276.581 to the right, improve=1.785714, (0 missing)
      c9  < 4189.472 to the left,  improve=1.500000, (0 missing)
      c5  < 4116.054 to the left,  improve=1.341270, (0 missing)
      c2  < 4267.081 to the right, improve=1.038462, (0 missing)
  Surrogate splits:
      c5 < 4116.054 to the left,  agree=0.875, adj=0.6, (0 split)
      c1 < 4283.127 to the right, agree=0.812, adj=0.4, (0 split)
      c2 < 4258.112 to the left,  agree=0.812, adj=0.4, (0 split)
      c6 < 4334.29  to the left,  agree=0.812, adj=0.4, (0 split)
      c8 < 4079.132 to the right, agree=0.812, adj=0.4, (0 split)

Node number 232917: 15 observations,    complexity param=0.0004254414
  predicted class=open    expected loss=0.1333333  P(node) =0.001433349
    class counts:     2    13
   probabilities: 0.133 0.867 
  left son=465834 (2 obs) right son=465835 (13 obs)
  Primary splits:
      c3  < 4014.954 to the right, improve=3.466667, (0 missing)
      c13 < 4253.123 to the left,  improve=3.466667, (0 missing)
      c16 < 4349.885 to the right, improve=2.133333, (0 missing)
      c9  < 4174.913 to the left,  improve=1.609524, (0 missing)
      c15 < 4584.847 to the left,  improve=1.066667, (0 missing)
  Surrogate splits:
      c13 < 4253.123 to the left,  agree=1.000, adj=1.0, (0 split)
      c16 < 4349.885 to the right, agree=0.933, adj=0.5, (0 split)

Node number 232918: 7 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.4285714  P(node) =0.0006688963
    class counts:     3     4
   probabilities: 0.429 0.571 
  left son=465836 (4 obs) right son=465837 (3 obs)
  Primary splits:
      c1 < 4274.767 to the right, improve=1.928571, (0 missing)
      c2 < 4249.735 to the right, improve=1.928571, (0 missing)
      c3 < 4008.821 to the left,  improve=1.928571, (0 missing)
      c4 < 4620.298 to the left,  improve=1.928571, (0 missing)
      c7 < 4216.623 to the right, improve=1.928571, (0 missing)
  Surrogate splits:
      c2  < 4249.735 to the right, agree=1.000, adj=1.000, (0 split)
      c8  < 4065.126 to the right, agree=1.000, adj=1.000, (0 split)
      c13 < 4269.209 to the right, agree=1.000, adj=1.000, (0 split)
      c4  < 4621.553 to the left,  agree=0.857, adj=0.667, (0 split)
      c7  < 4209.753 to the right, agree=0.857, adj=0.667, (0 split)

Node number 232919: 25 observations
  predicted class=open    expected loss=0  P(node) =0.002388915
    class counts:     0    25
   probabilities: 0.000 1.000 

Node number 232926: 2 observations,    complexity param=0.0001063603
  predicted class=closed  expected loss=0.5  P(node) =0.0001911132
    class counts:     1     1
   probabilities: 0.500 0.500 
  left son=465852 (1 obs) right son=465853 (1 obs)
  Primary splits:
      c1 < 4278.458 to the right, improve=1, (0 missing)
      c2 < 4256.547 to the right, improve=1, (0 missing)
      c3 < 3981.224 to the right, improve=1, (0 missing)
      c4 < 4617.931 to the left,  improve=1, (0 missing)
      c5 < 4114.472 to the right, improve=1, (0 missing)

Node number 232927: 38 observations
  predicted class=open    expected loss=0  P(node) =0.003631151
    class counts:     0    38
   probabilities: 0.000 1.000 

Node number 232952: 6 observations
  predicted class=closed  expected loss=0  P(node) =0.0005733397
    class counts:     6     0
   probabilities: 1.000 0.000 

Node number 232953: 4 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.25  P(node) =0.0003822265
    class counts:     1     3
   probabilities: 0.250 0.750 
  left son=465906 (1 obs) right son=465907 (3 obs)
  Primary splits:
      c1 < 4284.291 to the right, improve=1.5, (0 missing)
      c2 < 4270.192 to the right, improve=1.5, (0 missing)
      c3 < 3974.492 to the left,  improve=1.5, (0 missing)
      c5 < 4121.924 to the right, improve=1.5, (0 missing)
      c6 < 4337.558 to the left,  improve=1.5, (0 missing)

Node number 232954: 5 observations,    complexity param=0.000319081
  predicted class=closed  expected loss=0.4  P(node) =0.0004777831
    class counts:     3     2
   probabilities: 0.600 0.400 
  left son=465908 (3 obs) right son=465909 (2 obs)
  Primary splits:
      c4  < 4617.167 to the right, improve=2.400000, (0 missing)
      c11 < 4204.899 to the right, improve=2.400000, (0 missing)
      c2  < 4256.689 to the left,  improve=1.066667, (0 missing)
      c5  < 4104.513 to the left,  improve=1.066667, (0 missing)
      c7  < 4238.427 to the right, improve=1.066667, (0 missing)
  Surrogate splits:
      c11 < 4204.899 to the right, agree=1.0, adj=1.0, (0 split)
      c2  < 4256.689 to the left,  agree=0.8, adj=0.5, (0 split)
      c5  < 4104.513 to the left,  agree=0.8, adj=0.5, (0 split)
      c7  < 4238.427 to the right, agree=0.8, adj=0.5, (0 split)
      c10 < 4633.071 to the right, agree=0.8, adj=0.5, (0 split)

Node number 232955: 12 observations
  predicted class=open    expected loss=0  P(node) =0.001146679
    class counts:     0    12
   probabilities: 0.000 1.000 

Node number 232956: 3 observations
  predicted class=closed  expected loss=0  P(node) =0.0002866699
    class counts:     3     0
   probabilities: 1.000 0.000 

Node number 232957: 4 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.25  P(node) =0.0003822265
    class counts:     1     3
   probabilities: 0.250 0.750 
  left son=465914 (1 obs) right son=465915 (3 obs)
  Primary splits:
      c2 < 4247.083 to the left,  improve=1.5, (0 missing)
      c3 < 4020.691 to the left,  improve=1.5, (0 missing)
      c5 < 4123.461 to the right, improve=1.5, (0 missing)
      c7 < 4233.378 to the right, improve=1.5, (0 missing)
      c8 < 4079.255 to the right, improve=1.5, (0 missing)

Node number 232958: 20 observations,    complexity param=0.000319081
  predicted class=open    expected loss=0.35  P(node) =0.001911132
    class counts:     7    13
   probabilities: 0.350 0.650 
  left son=465916 (3 obs) right son=465917 (17 obs)
  Primary splits:
      c9  < 4192.883 to the left,  improve=2.982353, (0 missing)
      c8  < 4062.36  to the left,  improve=2.858242, (0 missing)
      c16 < 4362.398 to the left,  improve=2.100000, (0 missing)
      c2  < 4253.277 to the left,  improve=2.016667, (0 missing)
      c10 < 4599.955 to the left,  improve=1.877778, (0 missing)
  Surrogate splits:
      c10 < 4599.955 to the left,  agree=0.95, adj=0.667, (0 split)
      c15 < 4628.42  to the right, agree=0.95, adj=0.667, (0 split)

Node number 232959: 233 observations,    complexity param=0.000319081
  predicted class=open    expected loss=0.09012876  P(node) =0.02226469
    class counts:    21   212
   probabilities: 0.090 0.910 
  left son=465918 (5 obs) right son=465919 (228 obs)
  Primary splits:
      c7  < 4208.928 to the left,  improve=2.6566980, (0 missing)
      c15 < 4596.933 to the left,  improve=1.6440870, (0 missing)
      c12 < 4254.054 to the right, improve=1.3737650, (0 missing)
      c11 < 4207.014 to the left,  improve=1.1511390, (0 missing)
      c9  < 4180.307 to the left,  improve=0.9812589, (0 missing)

Node number 233466: 8 observations,    complexity param=0.0001063603
  predicted class=open    expected loss=0.25  P(node) =0.0007644529
    class counts:     2     6
   probabilities: 0.250 0.750 
  left son=466932 (3 obs) right son=466933 (5 obs)
  Primary splits:
      c4 < 4620.517 to the right, improve=1.666667, (0 missing)
      c5 < 4139.725 to the left,  improve=1.666667, (0 missing)
      c7 < 4221.452 to the right, improve=1.666667, (0 missing)
      c1 < 4285.453 to the left,  improve=1.285714, (0 missing)
      c3 < 4046.627 to the right, improve=1.285714, (0 missing)
  Surrogate splits:
      c1 < 4299.177 to the right, agree=0.75, adj=0.333, (0 split)
      c3 < 4037.99  to the right, agree=0.75, adj=0.333, (0 split)
      c5 < 4139.725 to the left,  agree=0.75, adj=0.333, (0 split)
      c6 < 4339.326 to the right, agree=0.75, adj=0.333, (0 split)
      c7 < 4221.452 to the right, agree=0.75, adj=0.333, (0 split)

Node number 233467: 42 observations
  predicted class=open    expected loss=0  P(node) =0.004013378
    class counts:     0    42
   probabilities: 0.000 1.000 

Node number 245746: 2 observations
  predicted class=closed  expected loss=0  P(node) =0.0001911132
    class counts:     2     0
   probabilities: 1.000 0.000 

Node number 245747: 41 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.09756098  P(node) =0.003917821
    class counts:     4    37
   probabilities: 0.098 0.902 
  left son=491494 (3 obs) right son=491495 (38 obs)
  Primary splits:
      c16 < 4331.874 to the right, improve=2.0967050, (0 missing)
      c11 < 4165.935 to the left,  improve=1.6695120, (0 missing)
      c12 < 4219.598 to the left,  improve=0.9225425, (0 missing)
      c10 < 4615.103 to the right, improve=0.7884777, (0 missing)
      c2  < 4249.953 to the right, improve=0.7433217, (0 missing)

Node number 245748: 2 observations
  predicted class=closed  expected loss=0  P(node) =0.0001911132
    class counts:     2     0
   probabilities: 1.000 0.000 

Node number 245749: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 245750: 3 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.3333333  P(node) =0.0002866699
    class counts:     2     1
   probabilities: 0.667 0.333 
  left son=491500 (2 obs) right son=491501 (1 obs)
  Primary splits:
      c1 < 4267.961 to the right, improve=1.333333, (0 missing)
      c2 < 4245.686 to the right, improve=1.333333, (0 missing)
      c3 < 4007.61  to the left,  improve=1.333333, (0 missing)
      c4 < 4613.603 to the right, improve=1.333333, (0 missing)
      c5 < 4117.405 to the left,  improve=1.333333, (0 missing)

Node number 245751: 105 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.01904762  P(node) =0.01003344
    class counts:     2   103
   probabilities: 0.019 0.981 
  left son=491502 (1 obs) right son=491503 (104 obs)
  Primary splits:
      c16 < 4324.37  to the left,  improve=1.9430400, (0 missing)
      c12 < 4275.866 to the right, improve=0.6100840, (0 missing)
      c10 < 4604.324 to the left,  improve=0.3682540, (0 missing)
      c4  < 4621.469 to the right, improve=0.2773449, (0 missing)
      c6  < 4324.147 to the left,  improve=0.2773449, (0 missing)

Node number 254226: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 254227: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 254858: 3 observations
  predicted class=closed  expected loss=0  P(node) =0.0002866699
    class counts:     3     0
   probabilities: 1.000 0.000 

Node number 254859: 3 observations
  predicted class=open    expected loss=0  P(node) =0.0002866699
    class counts:     0     3
   probabilities: 0.000 1.000 

Node number 258014: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 258015: 61 observations,    complexity param=0.0001276324
  predicted class=open    expected loss=0.04918033  P(node) =0.005828954
    class counts:     3    58
   probabilities: 0.049 0.951 
  left son=516030 (2 obs) right son=516031 (59 obs)
  Primary splits:
      c10 < 4604.444 to the left,  improve=0.8405113, (0 missing)
      c4  < 4635.989 to the left,  improve=0.5620609, (0 missing)
      c6  < 4346.895 to the right, improve=0.4549180, (0 missing)
      c5  < 4134.007 to the right, improve=0.3452689, (0 missing)
      c13 < 4274.532 to the left,  improve=0.2674180, (0 missing)

Node number 262076: 7 observations,    complexity param=0.0001701766
  predicted class=open    expected loss=0.4285714  P(node) =0.0006688963
    class counts:     3     4
   probabilities: 0.429 0.571 
  left son=524152 (3 obs) right son=524153 (4 obs)
  Primary splits:
      c7  < 4230.766 to the right, improve=3.428571, (0 missing)
      c5  < 4096.94  to the right, improve=1.928571, (0 missing)
      c13 < 4270.98  to the right, improve=1.928571, (0 missing)
      c15 < 4598.493 to the right, improve=1.928571, (0 missing)
      c9  < 4197.955 to the right, improve=1.828571, (0 missing)
  Surrogate splits:
      c5  < 4096.94  to the right, agree=0.857, adj=0.667, (0 split)
      c9  < 4197.955 to the right, agree=0.857, adj=0.667, (0 split)
      c10 < 4614.013 to the left,  agree=0.857, adj=0.667, (0 split)
      c13 < 4270.98  to the right, agree=0.857, adj=0.667, (0 split)
      c15 < 4598.493 to the right, agree=0.857, adj=0.667, (0 split)

Node number 262077: 14 observations
  predicted class=open    expected loss=0  P(node) =0.001337793
    class counts:     0    14
   probabilities: 0.000 1.000 

Node number 262078: 4 observations,    complexity param=0.0001063603
  predicted class=open    expected loss=0.25  P(node) =0.0003822265
    class counts:     1     3
   probabilities: 0.250 0.750 
  left son=524156 (1 obs) right son=524157 (3 obs)
  Primary splits:
      c3  < 3963.844 to the left,  improve=1.5, (0 missing)
      c5  < 4112.471 to the left,  improve=1.5, (0 missing)
      c9  < 4218.43  to the left,  improve=1.5, (0 missing)
      c10 < 4620.704 to the right, improve=1.5, (0 missing)
      c1  < 4279.88  to the right, improve=0.5, (0 missing)

Node number 262079: 102 observations
  predicted class=open    expected loss=0  P(node) =0.009746775
    class counts:     0   102
   probabilities: 0.000 1.000 

Node number 262122: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 262123: 13 observations,    complexity param=0.0001595405
  predicted class=open    expected loss=0.07692308  P(node) =0.001242236
    class counts:     1    12
   probabilities: 0.077 0.923 
  left son=524246 (1 obs) right son=524247 (12 obs)
  Primary splits:
      c4  < 4636.364 to the right, improve=1.8461540, (0 missing)
      c6  < 4326.686 to the left,  improve=1.8461540, (0 missing)
      c13 < 4266.562 to the right, improve=1.8461540, (0 missing)
      c10 < 4621.489 to the left,  improve=0.8461538, (0 missing)
      c5  < 4108.381 to the left,  improve=0.5128205, (0 missing)

Node number 262124: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 262125: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 262126: 3 observations,    complexity param=0.0001063603
  predicted class=open    expected loss=0.3333333  P(node) =0.0002866699
    class counts:     1     2
   probabilities: 0.333 0.667 
  left son=524252 (1 obs) right son=524253 (2 obs)
  Primary splits:
      c1 < 4293.473 to the left,  improve=1.333333, (0 missing)
      c2 < 4262.506 to the left,  improve=1.333333, (0 missing)
      c3 < 4004.927 to the left,  improve=1.333333, (0 missing)
      c5 < 4133.175 to the right, improve=1.333333, (0 missing)
      c6 < 4361.42  to the left,  improve=1.333333, (0 missing)

Node number 262127: 88 observations,    complexity param=0.0001063603
  predicted class=open    expected loss=0.01136364  P(node) =0.008408982
    class counts:     1    87
   probabilities: 0.011 0.989 
  left son=524254 (5 obs) right son=524255 (83 obs)
  Primary splits:
      c16 < 4362.507 to the right, improve=0.3772727, (0 missing)
      c11 < 4219.413 to the right, improve=0.3106061, (0 missing)
      c8  < 4058.54  to the left,  improve=0.1439394, (0 missing)
      c9  < 4217.456 to the right, improve=0.1106061, (0 missing)
      c1  < 4301.001 to the right, improve=0.1022727, (0 missing)

Node number 262138: 3 observations,    complexity param=0.0001063603
  predicted class=open    expected loss=0.3333333  P(node) =0.0002866699
    class counts:     1     2
   probabilities: 0.333 0.667 
  left son=524276 (1 obs) right son=524277 (2 obs)
  Primary splits:
      c1 < 4297.114 to the right, improve=1.333333, (0 missing)
      c2 < 4267.322 to the right, improve=1.333333, (0 missing)
      c3 < 4011.782 to the right, improve=1.333333, (0 missing)
      c4 < 4630.173 to the right, improve=1.333333, (0 missing)
      c5 < 4121.416 to the right, improve=1.333333, (0 missing)

Node number 262139: 27 observations
  predicted class=open    expected loss=0  P(node) =0.002580029
    class counts:     0    27
   probabilities: 0.000 1.000 

Node number 360962: 14 observations,    complexity param=0.0001063603
  predicted class=closed  expected loss=0.07142857  P(node) =0.001337793
    class counts:    13     1
   probabilities: 0.929 0.071 
  left son=721924 (12 obs) right son=721925 (2 obs)
  Primary splits:
      c2  < 4293.221 to the left,  improve=0.8571429, (0 missing)
      c4  < 4603.056 to the right, improve=0.8571429, (0 missing)
      c7  < 4223.336 to the right, improve=0.8571429, (0 missing)
      c11 < 4204.803 to the right, improve=0.8571429, (0 missing)
      c15 < 4603.908 to the right, improve=0.8571429, (0 missing)

Node number 360963: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 360966: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 360967: 3 observations
  predicted class=open    expected loss=0  P(node) =0.0002866699
    class counts:     0     3
   probabilities: 0.000 1.000 

Node number 360992: 28 observations
  predicted class=closed  expected loss=0  P(node) =0.002675585
    class counts:    28     0
   probabilities: 1.000 0.000 

Node number 360993: 5 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.4  P(node) =0.0004777831
    class counts:     3     2
   probabilities: 0.600 0.400 
  left son=721986 (3 obs) right son=721987 (2 obs)
  Primary splits:
      c5  < 4120.95  to the right, improve=2.400000, (0 missing)
      c10 < 4605.55  to the left,  improve=2.400000, (0 missing)
      c12 < 4215.715 to the right, improve=2.400000, (0 missing)
      c1  < 4329.978 to the right, improve=1.066667, (0 missing)
      c2  < 4280.95  to the right, improve=1.066667, (0 missing)
  Surrogate splits:
      c10 < 4605.55  to the left,  agree=1.0, adj=1.0, (0 split)
      c12 < 4215.715 to the right, agree=1.0, adj=1.0, (0 split)
      c1  < 4329.978 to the right, agree=0.8, adj=0.5, (0 split)
      c2  < 4280.95  to the right, agree=0.8, adj=0.5, (0 split)
      c3  < 4009.811 to the right, agree=0.8, adj=0.5, (0 split)

Node number 361154: 3 observations
  predicted class=closed  expected loss=0  P(node) =0.0002866699
    class counts:     3     0
   probabilities: 1.000 0.000 

Node number 361155: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 368266: 3 observations
  predicted class=closed  expected loss=0  P(node) =0.0002866699
    class counts:     3     0
   probabilities: 1.000 0.000 

Node number 368267: 3 observations
  predicted class=open    expected loss=0  P(node) =0.0002866699
    class counts:     0     3
   probabilities: 0.000 1.000 

Node number 368270: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 368271: 8 observations
  predicted class=open    expected loss=0  P(node) =0.0007644529
    class counts:     0     8
   probabilities: 0.000 1.000 

Node number 372738: 3 observations
  predicted class=closed  expected loss=0  P(node) =0.0002866699
    class counts:     3     0
   probabilities: 1.000 0.000 

Node number 372739: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 372746: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 372747: 2 observations
  predicted class=open    expected loss=0  P(node) =0.0001911132
    class counts:     0     2
   probabilities: 0.000 1.000 

Node number 372754: 15 observations
  predicted class=closed  expected loss=0  P(node) =0.001433349
    class counts:    15     0
   probabilities: 1.000 0.000 

Node number 372755: 116 observations,    complexity param=0.0004963483
  predicted class=closed  expected loss=0.3706897  P(node) =0.01108457
    class counts:    73    43
   probabilities: 0.629 0.371 
  left son=745510 (105 obs) right son=745511 (11 obs)
  Primary splits:
      c7  < 4221.398 to the right, improve=4.867010, (0 missing)
      c8  < 4055.961 to the left,  improve=3.678382, (0 missing)
      c12 < 4240.936 to the left,  improve=3.465675, (0 missing)
      c11 < 4197.149 to the right, improve=3.028830, (0 missing)
      c16 < 4381.218 to the left,  improve=2.541523, (0 missing)

Node number 373240: 5 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.2  P(node) =0.0004777831
    class counts:     4     1
   probabilities: 0.800 0.200 
  left son=746480 (4 obs) right son=746481 (1 obs)
  Primary splits:
      c4  < 4641.198 to the left,  improve=1.6, (0 missing)
      c7  < 4246.38  to the left,  improve=1.6, (0 missing)
      c8  < 4079.518 to the left,  improve=1.6, (0 missing)
      c12 < 4250.092 to the left,  improve=1.6, (0 missing)
      c13 < 4294.959 to the left,  improve=1.6, (0 missing)

Node number 373241: 3 observations
  predicted class=open    expected loss=0  P(node) =0.0002866699
    class counts:     0     3
   probabilities: 0.000 1.000 

Node number 373756: 11 observations,    complexity param=0.000273498
  predicted class=closed  expected loss=0.4545455  P(node) =0.001051123
    class counts:     6     5
   probabilities: 0.545 0.455 
  left son=747512 (7 obs) right son=747513 (4 obs)
  Primary splits:
      c15 < 4604.394 to the left,  improve=3.740260, (0 missing)
      c9  < 4198.072 to the right, improve=2.597403, (0 missing)
      c11 < 4200.288 to the right, improve=2.187879, (0 missing)
      c16 < 4371.445 to the left,  improve=2.187879, (0 missing)
      c13 < 4276.804 to the left,  improve=1.704545, (0 missing)
  Surrogate splits:
      c11 < 4200.288 to the right, agree=0.909, adj=0.75, (0 split)
      c2  < 4279.994 to the left,  agree=0.818, adj=0.50, (0 split)
      c3  < 4000.731 to the right, agree=0.818, adj=0.50, (0 split)
      c9  < 4192.3   to the right, agree=0.818, adj=0.50, (0 split)
      c1  < 4292.578 to the right, agree=0.727, adj=0.25, (0 split)

Node number 373757: 39 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.07692308  P(node) =0.003726708
    class counts:     3    36
   probabilities: 0.077 0.923 
  left son=747514 (3 obs) right son=747515 (36 obs)
  Primary splits:
      c10 < 4620.738 to the left,  improve=2.2606840, (0 missing)
      c3  < 4023.59  to the right, improve=1.7489880, (0 missing)
      c2  < 4262.572 to the left,  improve=1.1972850, (0 missing)
      c8  < 4061.504 to the left,  improve=0.7546778, (0 missing)
      c16 < 4375.727 to the right, improve=0.6029777, (0 missing)
  Surrogate splits:
      c8 < 4061.504 to the left,  agree=0.974, adj=0.667, (0 split)

Node number 373758: 3 observations,    complexity param=0.0001063603
  predicted class=open    expected loss=0.3333333  P(node) =0.0002866699
    class counts:     1     2
   probabilities: 0.333 0.667 
  left son=747516 (1 obs) right son=747517 (2 obs)
  Primary splits:
      c3  < 3997.857 to the left,  improve=1.3333330, (0 missing)
      c4  < 4619.192 to the left,  improve=1.3333330, (0 missing)
      c5  < 4097.592 to the right, improve=1.3333330, (0 missing)
      c13 < 4288.916 to the right, improve=1.3333330, (0 missing)
      c1  < 4303.554 to the right, improve=0.3333333, (0 missing)

Node number 373759: 61 observations
  predicted class=open    expected loss=0  P(node) =0.005828954
    class counts:     0    61
   probabilities: 0.000 1.000 

Node number 376828: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 376829: 7 observations
  predicted class=open    expected loss=0  P(node) =0.0006688963
    class counts:     0     7
   probabilities: 0.000 1.000 

Node number 444416: 40 observations
  predicted class=closed  expected loss=0  P(node) =0.003822265
    class counts:    40     0
   probabilities: 1.000 0.000 

Node number 444417: 2 observations,    complexity param=0.0001063603
  predicted class=closed  expected loss=0.5  P(node) =0.0001911132
    class counts:     1     1
   probabilities: 0.500 0.500 
  left son=888834 (1 obs) right son=888835 (1 obs)
  Primary splits:
      c1 < 4292.793 to the right, improve=1, (0 missing)
      c2 < 4252.721 to the left,  improve=1, (0 missing)
      c3 < 3996.758 to the right, improve=1, (0 missing)
      c4 < 4599.757 to the left,  improve=1, (0 missing)
      c5 < 4084.611 to the left,  improve=1, (0 missing)

Node number 464906: 40 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.075  P(node) =0.003822265
    class counts:    37     3
   probabilities: 0.925 0.075 
  left son=929812 (32 obs) right son=929813 (8 obs)
  Primary splits:
      c8 < 4069.351 to the left,  improve=0.6125000, (0 missing)
      c5 < 4101.31  to the left,  improve=0.6088235, (0 missing)
      c6 < 4325.299 to the right, improve=0.5034050, (0 missing)
      c7 < 4220.394 to the right, improve=0.4500000, (0 missing)
      c3 < 3988.53  to the left,  improve=0.4328829, (0 missing)
  Surrogate splits:
      c16 < 4350.495 to the left,  agree=0.825, adj=0.125, (0 split)

Node number 464907: 68 observations,    complexity param=0.0003545345
  predicted class=closed  expected loss=0.3088235  P(node) =0.00649785
    class counts:    47    21
   probabilities: 0.691 0.309 
  left son=929814 (37 obs) right son=929815 (31 obs)
  Primary splits:
      c10 < 4613.164 to the right, improve=3.491487, (0 missing)
      c3  < 3977.357 to the right, improve=3.077031, (0 missing)
      c8  < 4082.721 to the left,  improve=2.998643, (0 missing)
      c11 < 4183.837 to the right, improve=2.656530, (0 missing)
      c16 < 4349.794 to the left,  improve=2.565712, (0 missing)
  Surrogate splits:
      c9  < 4198.704 to the right, agree=0.750, adj=0.452, (0 split)
      c11 < 4197.87  to the right, agree=0.735, adj=0.419, (0 split)
      c7  < 4221.17  to the right, agree=0.691, adj=0.323, (0 split)
      c4  < 4607.566 to the left,  agree=0.662, adj=0.258, (0 split)
      c13 < 4267.441 to the right, agree=0.662, adj=0.258, (0 split)

Node number 464930: 11 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.09090909  P(node) =0.001051123
    class counts:    10     1
   probabilities: 0.909 0.091 
  left son=929860 (10 obs) right son=929861 (1 obs)
  Primary splits:
      c6  < 4328.563 to the left,  improve=1.8181820, (0 missing)
      c1  < 4290.136 to the left,  improve=0.8181818, (0 missing)
      c13 < 4271.488 to the left,  improve=0.8181818, (0 missing)
      c15 < 4604.679 to the left,  improve=0.8181818, (0 missing)
      c16 < 4357.861 to the left,  improve=0.8181818, (0 missing)

Node number 464931: 3 observations
  predicted class=open    expected loss=0  P(node) =0.0002866699
    class counts:     0     3
   probabilities: 0.000 1.000 

Node number 464992: 20 observations,    complexity param=0.0001063603
  predicted class=closed  expected loss=0.05  P(node) =0.001911132
    class counts:    19     1
   probabilities: 0.950 0.050 
  left son=929984 (17 obs) right son=929985 (3 obs)
  Primary splits:
      c4  < 4610.987 to the left,  improve=0.5666667, (0 missing)
      c8  < 4054.97  to the right, improve=0.5666667, (0 missing)
      c3  < 3974.634 to the right, improve=0.4000000, (0 missing)
      c11 < 4210.268 to the left,  improve=0.4000000, (0 missing)
      c7  < 4221.686 to the right, improve=0.3000000, (0 missing)
  Surrogate splits:
      c2 < 4268.188 to the left,  agree=0.9, adj=0.333, (0 split)
      c7 < 4233.266 to the left,  agree=0.9, adj=0.333, (0 split)

Node number 464993: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 465006: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 465007: 8 observations
  predicted class=open    expected loss=0  P(node) =0.0007644529
    class counts:     0     8
   probabilities: 0.000 1.000 

Node number 465008: 15 observations
  predicted class=closed  expected loss=0  P(node) =0.001433349
    class counts:    15     0
   probabilities: 1.000 0.000 

Node number 465009: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 465010: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 465011: 2 observations
  predicted class=open    expected loss=0  P(node) =0.0001911132
    class counts:     0     2
   probabilities: 0.000 1.000 

Node number 465012: 6 observations
  predicted class=closed  expected loss=0  P(node) =0.0005733397
    class counts:     6     0
   probabilities: 1.000 0.000 

Node number 465013: 10 observations,    complexity param=0.0004254414
  predicted class=closed  expected loss=0.5  P(node) =0.0009555662
    class counts:     5     5
   probabilities: 0.500 0.500 
  left son=930026 (4 obs) right son=930027 (6 obs)
  Primary splits:
      c10 < 4608.548 to the right, improve=3.333333, (0 missing)
      c9  < 4188.318 to the right, improve=2.142857, (0 missing)
      c13 < 4272.56  to the right, improve=2.142857, (0 missing)
      c1  < 4267.203 to the left,  improve=1.250000, (0 missing)
      c4  < 4613.736 to the right, improve=1.250000, (0 missing)
  Surrogate splits:
      c9 < 4188.318 to the right, agree=0.9, adj=0.75, (0 split)
      c1 < 4267.203 to the left,  agree=0.8, adj=0.50, (0 split)
      c4 < 4611.623 to the right, agree=0.8, adj=0.50, (0 split)
      c6 < 4323.545 to the left,  agree=0.8, adj=0.50, (0 split)
      c7 < 4212.573 to the right, agree=0.8, adj=0.50, (0 split)

Node number 465014: 2 observations
  predicted class=closed  expected loss=0  P(node) =0.0001911132
    class counts:     2     0
   probabilities: 1.000 0.000 

Node number 465015: 33 observations,    complexity param=0.0004254414
  predicted class=open    expected loss=0.1515152  P(node) =0.003153368
    class counts:     5    28
   probabilities: 0.152 0.848 
  left son=930030 (2 obs) right son=930031 (31 obs)
  Primary splits:
      c15 < 4564.748 to the left,  improve=3.065494, (0 missing)
      c11 < 4187.529 to the left,  improve=2.331002, (0 missing)
      c6  < 4335.662 to the right, improve=1.771805, (0 missing)
      c3  < 3996.134 to the right, improve=1.484848, (0 missing)
      c5  < 4111.256 to the right, improve=1.484848, (0 missing)

Node number 465020: 3 observations
  predicted class=closed  expected loss=0  P(node) =0.0002866699
    class counts:     3     0
   probabilities: 1.000 0.000 

Node number 465021: 2 observations
  predicted class=open    expected loss=0  P(node) =0.0001911132
    class counts:     0     2
   probabilities: 0.000 1.000 

Node number 465022: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 465023: 33 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.06060606  P(node) =0.003153368
    class counts:     2    31
   probabilities: 0.061 0.939 
  left son=930046 (1 obs) right son=930047 (32 obs)
  Primary splits:
      c3  < 3997.508 to the right, improve=1.8200760, (0 missing)
      c4  < 4600.858 to the left,  improve=1.8200760, (0 missing)
      c7  < 4225.387 to the left,  improve=0.5575758, (0 missing)
      c15 < 4597.974 to the left,  improve=0.4848485, (0 missing)
      c2  < 4255.393 to the left,  improve=0.3265413, (0 missing)

Node number 465200: 38 observations,    complexity param=0.0002836276
  predicted class=closed  expected loss=0.2105263  P(node) =0.003631151
    class counts:    30     8
   probabilities: 0.789 0.211 
  left son=930400 (13 obs) right son=930401 (25 obs)
  Primary splits:
      c4  < 4608.128 to the left,  improve=1.751579, (0 missing)
      c3  < 3999.152 to the left,  improve=1.554656, (0 missing)
      c8  < 4057.039 to the left,  improve=1.372320, (0 missing)
      c13 < 4288.831 to the left,  improve=1.355388, (0 missing)
      c6  < 4355.289 to the left,  improve=1.280228, (0 missing)
  Surrogate splits:
      c7  < 4219.774 to the left,  agree=0.789, adj=0.385, (0 split)
      c10 < 4603.766 to the left,  agree=0.763, adj=0.308, (0 split)
      c6  < 4328.223 to the left,  agree=0.737, adj=0.231, (0 split)
      c8  < 4056.107 to the left,  agree=0.737, adj=0.231, (0 split)
      c9  < 4200.716 to the left,  agree=0.737, adj=0.231, (0 split)

Node number 465201: 2 observations
  predicted class=open    expected loss=0  P(node) =0.0001911132
    class counts:     0     2
   probabilities: 0.000 1.000 

Node number 465204: 14 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.07142857  P(node) =0.001337793
    class counts:    13     1
   probabilities: 0.929 0.071 
  left son=930408 (13 obs) right son=930409 (1 obs)
  Primary splits:
      c5  < 4137.579 to the left,  improve=1.8571430, (0 missing)
      c3  < 4017.439 to the left,  improve=0.8571429, (0 missing)
      c13 < 4278.866 to the left,  improve=0.8571429, (0 missing)
      c8  < 4061.42  to the left,  improve=0.5238095, (0 missing)
      c16 < 4348.302 to the right, improve=0.5238095, (0 missing)

Node number 465205: 4 observations
  predicted class=open    expected loss=0  P(node) =0.0003822265
    class counts:     0     4
   probabilities: 0.000 1.000 

Node number 465206: 24 observations,    complexity param=0.0004254414
  predicted class=open    expected loss=0.4583333  P(node) =0.002293359
    class counts:    11    13
   probabilities: 0.458 0.542 
  left son=930412 (18 obs) right son=930413 (6 obs)
  Primary splits:
      c5  < 4116.877 to the right, improve=3.361111, (0 missing)
      c10 < 4602.955 to the left,  improve=2.041667, (0 missing)
      c2  < 4249.236 to the left,  improve=2.011905, (0 missing)
      c9  < 4181.388 to the left,  improve=2.011905, (0 missing)
      c11 < 4193.521 to the left,  improve=2.011905, (0 missing)

Node number 465207: 17 observations
  predicted class=open    expected loss=0  P(node) =0.001624462
    class counts:     0    17
   probabilities: 0.000 1.000 

Node number 465278: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 465279: 45 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.06666667  P(node) =0.004300048
    class counts:     3    42
   probabilities: 0.067 0.933 
  left son=930558 (14 obs) right son=930559 (31 obs)
  Primary splits:
      c9  < 4184.198 to the left,  improve=0.8857143, (0 missing)
      c11 < 4192.7   to the left,  improve=0.6588235, (0 missing)
      c8  < 4058.106 to the left,  improve=0.5000000, (0 missing)
      c4  < 4607.314 to the left,  improve=0.4571429, (0 missing)
      c10 < 4618.532 to the right, improve=0.4571429, (0 missing)
  Surrogate splits:
      c10 < 4599.715 to the left,  agree=0.778, adj=0.286, (0 split)
      c7  < 4213.474 to the left,  agree=0.756, adj=0.214, (0 split)
      c11 < 4183.788 to the left,  agree=0.756, adj=0.214, (0 split)
      c15 < 4586.829 to the left,  agree=0.733, adj=0.143, (0 split)
      c2  < 4238.012 to the left,  agree=0.711, adj=0.071, (0 split)

Node number 465282: 4 observations
  predicted class=closed  expected loss=0  P(node) =0.0003822265
    class counts:     4     0
   probabilities: 1.000 0.000 

Node number 465283: 3 observations,    complexity param=0.0001418138
  predicted class=open    expected loss=0.3333333  P(node) =0.0002866699
    class counts:     1     2
   probabilities: 0.333 0.667 
  left son=930566 (1 obs) right son=930567 (2 obs)
  Primary splits:
      c1 < 4304.342 to the right, improve=1.333333, (0 missing)
      c2 < 4266.745 to the right, improve=1.333333, (0 missing)
      c5 < 4126.873 to the right, improve=1.333333, (0 missing)
      c6 < 4324.18  to the left,  improve=1.333333, (0 missing)
      c7 < 4240.698 to the right, improve=1.333333, (0 missing)

Node number 465316: 4 observations
  predicted class=closed  expected loss=0  P(node) =0.0003822265
    class counts:     4     0
   probabilities: 1.000 0.000 

Node number 465317: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 465380: 5 observations
  predicted class=closed  expected loss=0  P(node) =0.0004777831
    class counts:     5     0
   probabilities: 1.000 0.000 

Node number 465381: 7 observations,    complexity param=0.000319081
  predicted class=open    expected loss=0.4285714  P(node) =0.0006688963
    class counts:     3     4
   probabilities: 0.429 0.571 
  left son=930762 (4 obs) right son=930763 (3 obs)
  Primary splits:
      c2  < 4262.81  to the left,  improve=1.928571, (0 missing)
      c10 < 4611.687 to the right, improve=1.928571, (0 missing)
      c13 < 4271.088 to the left,  improve=1.928571, (0 missing)
      c1  < 4292.172 to the left,  improve=1.028571, (0 missing)
      c5  < 4116.175 to the right, improve=1.028571, (0 missing)
  Surrogate splits:
      c13 < 4271.088 to the left,  agree=1.000, adj=1.000, (0 split)
      c1  < 4292.172 to the left,  agree=0.857, adj=0.667, (0 split)
      c5  < 4120.631 to the left,  agree=0.857, adj=0.667, (0 split)
      c15 < 4589.578 to the right, agree=0.857, adj=0.667, (0 split)
      c16 < 4351.801 to the right, agree=0.857, adj=0.667, (0 split)

Node number 465390: 3 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.3333333  P(node) =0.0002866699
    class counts:     2     1
   probabilities: 0.667 0.333 
  left son=930780 (2 obs) right son=930781 (1 obs)
  Primary splits:
      c2 < 4258.608 to the left,  improve=1.333333, (0 missing)
      c3 < 4009.563 to the right, improve=1.333333, (0 missing)
      c4 < 4606.895 to the left,  improve=1.333333, (0 missing)
      c5 < 4116.379 to the right, improve=1.333333, (0 missing)
      c6 < 4322.085 to the right, improve=1.333333, (0 missing)

Node number 465391: 42 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.1190476  P(node) =0.004013378
    class counts:     5    37
   probabilities: 0.119 0.881 
  left son=930782 (1 obs) right son=930783 (41 obs)
  Primary splits:
      c7  < 4231.599 to the right, improve=1.590012, (0 missing)
      c10 < 4614.956 to the right, improve=1.294818, (0 missing)
      c9  < 4194.406 to the right, improve=1.166667, (0 missing)
      c4  < 4612.957 to the right, improve=1.051948, (0 missing)
      c5  < 4115.07  to the left,  improve=1.051948, (0 missing)

Node number 465404: 31 observations,    complexity param=0.0004786216
  predicted class=open    expected loss=0.4516129  P(node) =0.002962255
    class counts:    14    17
   probabilities: 0.452 0.548 
  left son=930808 (13 obs) right son=930809 (18 obs)
  Primary splits:
      c1  < 4290.996 to the right, improve=4.517232, (0 missing)
      c10 < 4604.476 to the left,  improve=4.474839, (0 missing)
      c3  < 4011.819 to the right, improve=3.585608, (0 missing)
      c15 < 4580.412 to the right, improve=2.940697, (0 missing)
      c4  < 4605.99  to the left,  improve=2.168172, (0 missing)
  Surrogate splits:
      c3 < 4011.819 to the right, agree=0.742, adj=0.385, (0 split)
      c5 < 4123.927 to the right, agree=0.742, adj=0.385, (0 split)
      c4 < 4612.357 to the right, agree=0.710, adj=0.308, (0 split)
      c6 < 4328.452 to the left,  agree=0.710, adj=0.308, (0 split)
      c8 < 4075.512 to the left,  agree=0.677, adj=0.231, (0 split)

Node number 465405: 96 observations,    complexity param=0.0003545345
  predicted class=open    expected loss=0.1458333  P(node) =0.009173435
    class counts:    14    82
   probabilities: 0.146 0.854 
  left son=930810 (39 obs) right son=930811 (57 obs)
  Primary splits:
      c3  < 3999.941 to the left,  improve=1.606275, (0 missing)
      c11 < 4188.846 to the left,  improve=1.474561, (0 missing)
      c15 < 4629.29  to the right, improve=1.474561, (0 missing)
      c16 < 4363.539 to the right, improve=1.474561, (0 missing)
      c12 < 4226.183 to the left,  improve=1.405087, (0 missing)
  Surrogate splits:
      c6  < 4326.719 to the left,  agree=0.656, adj=0.154, (0 split)
      c15 < 4604.06  to the left,  agree=0.646, adj=0.128, (0 split)
      c1  < 4274.843 to the left,  agree=0.635, adj=0.103, (0 split)
      c7  < 4227.064 to the right, agree=0.625, adj=0.077, (0 split)
      c10 < 4596.271 to the left,  agree=0.625, adj=0.077, (0 split)

Node number 465664: 25 observations
  predicted class=closed  expected loss=0  P(node) =0.002388915
    class counts:    25     0
   probabilities: 1.000 0.000 

Node number 465665: 7 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.4285714  P(node) =0.0006688963
    class counts:     4     3
   probabilities: 0.571 0.429 
  left son=931330 (3 obs) right son=931331 (4 obs)
  Primary splits:
      c5  < 4121.109 to the right, improve=1.928571, (0 missing)
      c12 < 4221.98  to the right, improve=1.928571, (0 missing)
      c3  < 4012.74  to the left,  improve=1.828571, (0 missing)
      c4  < 4620.933 to the left,  improve=1.828571, (0 missing)
      c8  < 4070.79  to the left,  improve=1.828571, (0 missing)
  Surrogate splits:
      c12 < 4221.98  to the right, agree=1.000, adj=1.000, (0 split)
      c6  < 4344.457 to the right, agree=0.857, adj=0.667, (0 split)
      c8  < 4065.496 to the left,  agree=0.857, adj=0.667, (0 split)
      c9  < 4204.628 to the right, agree=0.857, adj=0.667, (0 split)
      c1  < 4300.766 to the left,  agree=0.714, adj=0.333, (0 split)

Node number 465666: 38 observations,    complexity param=0.0004254414
  predicted class=closed  expected loss=0.2368421  P(node) =0.003631151
    class counts:    29     9
   probabilities: 0.763 0.237 
  left son=931332 (34 obs) right son=931333 (4 obs)
  Primary splits:
      c8  < 4057.095 to the right, improve=2.354489, (0 missing)
      c7  < 4221.373 to the right, improve=1.879699, (0 missing)
      c16 < 4352.677 to the right, improve=1.736842, (0 missing)
      c9  < 4190.324 to the left,  improve=1.522556, (0 missing)
      c6  < 4344.032 to the left,  improve=1.403509, (0 missing)

Node number 465667: 22 observations,    complexity param=0.0005672552
  predicted class=open    expected loss=0.4545455  P(node) =0.002102246
    class counts:    10    12
   probabilities: 0.455 0.545 
  left son=931334 (14 obs) right son=931335 (8 obs)
  Primary splits:
      c10 < 4610.742 to the right, improve=5.194805, (0 missing)
      c5  < 4129.178 to the right, improve=2.909091, (0 missing)
      c13 < 4269.144 to the left,  improve=2.367424, (0 missing)
      c1  < 4294.594 to the left,  improve=2.194805, (0 missing)
      c8  < 4081.926 to the left,  improve=2.020202, (0 missing)
  Surrogate splits:
      c3  < 4015.99  to the left,  agree=0.773, adj=0.375, (0 split)
      c8  < 4083.051 to the left,  agree=0.773, adj=0.375, (0 split)
      c9  < 4191.428 to the right, agree=0.773, adj=0.375, (0 split)
      c11 < 4193.434 to the right, agree=0.773, adj=0.375, (0 split)
      c13 < 4274.958 to the left,  agree=0.773, adj=0.375, (0 split)

Node number 465698: 19 observations,    complexity param=0.000319081
  predicted class=closed  expected loss=0.2631579  P(node) =0.001815576
    class counts:    14     5
   probabilities: 0.737 0.263 
  left son=931396 (17 obs) right son=931397 (2 obs)
  Primary splits:
      c12 < 4226.964 to the right, improve=2.427245, (0 missing)
      c3  < 4001.007 to the left,  improve=1.913876, (0 missing)
      c4  < 4618.929 to the left,  improve=1.550239, (0 missing)
      c11 < 4180.695 to the right, improve=1.539850, (0 missing)
      c16 < 4358.453 to the left,  improve=1.539850, (0 missing)

Node number 465699: 3 observations
  predicted class=open    expected loss=0  P(node) =0.0002866699
    class counts:     0     3
   probabilities: 0.000 1.000 

Node number 465700: 24 observations,    complexity param=0.0004254414
  predicted class=closed  expected loss=0.2083333  P(node) =0.002293359
    class counts:    19     5
   probabilities: 0.792 0.208 
  left son=931400 (20 obs) right son=931401 (4 obs)
  Primary splits:
      c8 < 4073.266 to the left,  improve=2.816667, (0 missing)
      c3 < 3993.308 to the right, improve=2.734848, (0 missing)
      c2 < 4266.989 to the right, improve=1.488095, (0 missing)
      c9 < 4196.04  to the left,  improve=1.488095, (0 missing)
      c4 < 4622.109 to the left,  improve=1.440476, (0 missing)
  Surrogate splits:
      c3 < 3993.308 to the right, agree=0.917, adj=0.50, (0 split)
      c5 < 4125.706 to the left,  agree=0.875, adj=0.25, (0 split)

Node number 465701: 6 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.1666667  P(node) =0.0005733397
    class counts:     1     5
   probabilities: 0.167 0.833 
  left son=931402 (1 obs) right son=931403 (5 obs)
  Primary splits:
      c3  < 4009.76  to the right, improve=1.666667, (0 missing)
      c5  < 4127.444 to the right, improve=1.666667, (0 missing)
      c6  < 4336.286 to the right, improve=1.666667, (0 missing)
      c8  < 4078.192 to the right, improve=1.666667, (0 missing)
      c11 < 4209.318 to the right, improve=1.666667, (0 missing)

Node number 465702: 8 observations,    complexity param=0.0004254414
  predicted class=closed  expected loss=0.375  P(node) =0.0007644529
    class counts:     5     3
   probabilities: 0.625 0.375 
  left son=931404 (4 obs) right son=931405 (4 obs)
  Primary splits:
      c2  < 4261.944 to the left,  improve=2.250000, (0 missing)
      c5  < 4116.129 to the right, improve=2.250000, (0 missing)
      c11 < 4208.078 to the left,  improve=2.250000, (0 missing)
      c8  < 4078.065 to the left,  improve=2.083333, (0 missing)
      c16 < 4358.297 to the left,  improve=2.083333, (0 missing)
  Surrogate splits:
      c1 < 4300.493 to the left,  agree=0.75, adj=0.5, (0 split)
      c4 < 4619.109 to the right, agree=0.75, adj=0.5, (0 split)
      c5 < 4103.611 to the right, agree=0.75, adj=0.5, (0 split)
      c6 < 4345.84  to the left,  agree=0.75, adj=0.5, (0 split)
      c7 < 4244.759 to the left,  agree=0.75, adj=0.5, (0 split)

Node number 465703: 26 observations,    complexity param=0.000319081
  predicted class=open    expected loss=0.1538462  P(node) =0.002484472
    class counts:     4    22
   probabilities: 0.154 0.846 
  left son=931406 (6 obs) right son=931407 (20 obs)
  Primary splits:
      c15 < 4603.646 to the right, improve=1.8692310, (0 missing)
      c1  < 4300.491 to the right, improve=1.4459220, (0 missing)
      c10 < 4611.145 to the right, improve=1.0549450, (0 missing)
      c4  < 4619.888 to the left,  improve=0.8868778, (0 missing)
      c3  < 4000.063 to the right, improve=0.7692308, (0 missing)
  Surrogate splits:
      c4  < 4622.424 to the right, agree=0.846, adj=0.333, (0 split)
      c5  < 4140.831 to the right, agree=0.846, adj=0.333, (0 split)
      c9  < 4205.229 to the right, agree=0.808, adj=0.167, (0 split)
      c16 < 4346.896 to the left,  agree=0.808, adj=0.167, (0 split)

Node number 465722: 2 observations
  predicted class=closed  expected loss=0  P(node) =0.0001911132
    class counts:     2     0
   probabilities: 1.000 0.000 

Node number 465723: 8 observations
  predicted class=open    expected loss=0  P(node) =0.0007644529
    class counts:     0     8
   probabilities: 0.000 1.000 

Node number 465780: 3 observations
  predicted class=closed  expected loss=0  P(node) =0.0002866699
    class counts:     3     0
   probabilities: 1.000 0.000 

Node number 465781: 5 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.2  P(node) =0.0004777831
    class counts:     1     4
   probabilities: 0.200 0.800 
  left son=931562 (1 obs) right son=931563 (4 obs)
  Primary splits:
      c5  < 4109.959 to the right, improve=1.6, (0 missing)
      c6  < 4346.43  to the left,  improve=1.6, (0 missing)
      c10 < 4625.545 to the right, improve=1.6, (0 missing)
      c3  < 4004.737 to the right, improve=0.6, (0 missing)
      c7  < 4243.873 to the left,  improve=0.6, (0 missing)

Node number 465786: 2 observations,    complexity param=0.0001063603
  predicted class=closed  expected loss=0.5  P(node) =0.0001911132
    class counts:     1     1
   probabilities: 0.500 0.500 
  left son=931572 (1 obs) right son=931573 (1 obs)
  Primary splits:
      c1 < 4295.985 to the right, improve=1, (0 missing)
      c2 < 4276.382 to the right, improve=1, (0 missing)
      c3 < 3996.81  to the left,  improve=1, (0 missing)
      c4 < 4617.059 to the right, improve=1, (0 missing)
      c5 < 4118.831 to the right, improve=1, (0 missing)

Node number 465787: 14 observations
  predicted class=open    expected loss=0  P(node) =0.001337793
    class counts:     0    14
   probabilities: 0.000 1.000 

Node number 465794: 9 observations
  predicted class=closed  expected loss=0  P(node) =0.0008600096
    class counts:     9     0
   probabilities: 1.000 0.000 

Node number 465795: 14 observations,    complexity param=0.0004254414
  predicted class=open    expected loss=0.3571429  P(node) =0.001337793
    class counts:     5     9
   probabilities: 0.357 0.643 
  left son=931590 (3 obs) right son=931591 (11 obs)
  Primary splits:
      c12 < 4247.606 to the right, improve=3.155844, (0 missing)
      c7  < 4230.399 to the left,  improve=2.678571, (0 missing)
      c1  < 4267.653 to the left,  improve=1.928571, (0 missing)
      c4  < 4621.42  to the right, improve=1.928571, (0 missing)
      c5  < 4095.465 to the left,  improve=1.928571, (0 missing)
  Surrogate splits:
      c1  < 4267.653 to the left,  agree=0.929, adj=0.667, (0 split)
      c4  < 4621.42  to the right, agree=0.929, adj=0.667, (0 split)
      c16 < 4338.095 to the left,  agree=0.929, adj=0.667, (0 split)
      c2  < 4254.76  to the right, agree=0.857, adj=0.333, (0 split)
      c10 < 4597.329 to the left,  agree=0.857, adj=0.333, (0 split)

Node number 465796: 4 observations
  predicted class=closed  expected loss=0  P(node) =0.0003822265
    class counts:     4     0
   probabilities: 1.000 0.000 

Node number 465797: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 465798: 3 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.3333333  P(node) =0.0002866699
    class counts:     2     1
   probabilities: 0.667 0.333 
  left son=931596 (2 obs) right son=931597 (1 obs)
  Primary splits:
      c1 < 4285.735 to the left,  improve=1.333333, (0 missing)
      c4 < 4616.288 to the right, improve=1.333333, (0 missing)
      c5 < 4102.613 to the right, improve=1.333333, (0 missing)
      c7 < 4231.167 to the left,  improve=1.333333, (0 missing)
      c8 < 4057.262 to the right, improve=1.333333, (0 missing)

Node number 465799: 10 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.1  P(node) =0.0009555662
    class counts:     1     9
   probabilities: 0.100 0.900 
  left son=931598 (1 obs) right son=931599 (9 obs)
  Primary splits:
      c3  < 3989.921 to the left,  improve=1.8000000, (0 missing)
      c5  < 4097.838 to the left,  improve=1.8000000, (0 missing)
      c10 < 4610.344 to the left,  improve=0.8000000, (0 missing)
      c11 < 4170.953 to the left,  improve=0.4666667, (0 missing)
      c1  < 4285.637 to the right, improve=0.3000000, (0 missing)

Node number 465830: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 465831: 9 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.1111111  P(node) =0.0008600096
    class counts:     1     8
   probabilities: 0.111 0.889 
  left son=931662 (1 obs) right son=931663 (8 obs)
  Primary splits:
      c4  < 4622.713 to the right, improve=1.7777780, (0 missing)
      c11 < 4182.282 to the left,  improve=0.7777778, (0 missing)
      c1  < 4288.429 to the right, improve=0.4444444, (0 missing)
      c2  < 4263.74  to the right, improve=0.4444444, (0 missing)
      c6  < 4347.099 to the right, improve=0.4444444, (0 missing)

Node number 465832: 5 observations
  predicted class=closed  expected loss=0  P(node) =0.0004777831
    class counts:     5     0
   probabilities: 1.000 0.000 

Node number 465833: 11 observations,    complexity param=0.0004254414
  predicted class=open    expected loss=0.4545455  P(node) =0.001051123
    class counts:     5     6
   probabilities: 0.455 0.545 
  left son=931666 (3 obs) right son=931667 (8 obs)
  Primary splits:
      c9  < 4189.472 to the left,  improve=2.454545, (0 missing)
      c6  < 4335.949 to the right, improve=1.704545, (0 missing)
      c1  < 4282.57  to the right, improve=1.454545, (0 missing)
      c10 < 4609.774 to the left,  improve=1.454545, (0 missing)
      c15 < 4598.959 to the right, improve=1.454545, (0 missing)
  Surrogate splits:
      c1  < 4282.57  to the right, agree=0.909, adj=0.667, (0 split)
      c10 < 4609.774 to the left,  agree=0.909, adj=0.667, (0 split)
      c3  < 4005.951 to the right, agree=0.818, adj=0.333, (0 split)
      c7  < 4210.538 to the left,  agree=0.818, adj=0.333, (0 split)
      c11 < 4181.269 to the left,  agree=0.818, adj=0.333, (0 split)

Node number 465834: 2 observations
  predicted class=closed  expected loss=0  P(node) =0.0001911132
    class counts:     2     0
   probabilities: 1.000 0.000 

Node number 465835: 13 observations
  predicted class=open    expected loss=0  P(node) =0.001242236
    class counts:     0    13
   probabilities: 0.000 1.000 

Node number 465836: 4 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.25  P(node) =0.0003822265
    class counts:     3     1
   probabilities: 0.750 0.250 
  left son=931672 (3 obs) right son=931673 (1 obs)
  Primary splits:
      c1 < 4281.042 to the left,  improve=1.5, (0 missing)
      c3 < 4011.535 to the left,  improve=1.5, (0 missing)
      c4 < 4620.298 to the left,  improve=1.5, (0 missing)
      c6 < 4333.893 to the right, improve=1.5, (0 missing)
      c7 < 4216.623 to the right, improve=1.5, (0 missing)

Node number 465837: 3 observations
  predicted class=open    expected loss=0  P(node) =0.0002866699
    class counts:     0     3
   probabilities: 0.000 1.000 

Node number 465852: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 465853: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 465906: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 465907: 3 observations
  predicted class=open    expected loss=0  P(node) =0.0002866699
    class counts:     0     3
   probabilities: 0.000 1.000 

Node number 465908: 3 observations
  predicted class=closed  expected loss=0  P(node) =0.0002866699
    class counts:     3     0
   probabilities: 1.000 0.000 

Node number 465909: 2 observations
  predicted class=open    expected loss=0  P(node) =0.0001911132
    class counts:     0     2
   probabilities: 0.000 1.000 

Node number 465914: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 465915: 3 observations
  predicted class=open    expected loss=0  P(node) =0.0002866699
    class counts:     0     3
   probabilities: 0.000 1.000 

Node number 465916: 3 observations
  predicted class=closed  expected loss=0  P(node) =0.0002866699
    class counts:     3     0
   probabilities: 1.000 0.000 

Node number 465917: 17 observations,    complexity param=0.000319081
  predicted class=open    expected loss=0.2352941  P(node) =0.001624462
    class counts:     4    13
   probabilities: 0.235 0.765 
  left son=931834 (6 obs) right son=931835 (11 obs)
  Primary splits:
      c8  < 4062.36  to the left,  improve=3.450980, (0 missing)
      c2  < 4252.276 to the left,  improve=1.884314, (0 missing)
      c16 < 4360.426 to the left,  improve=1.673203, (0 missing)
      c12 < 4200.315 to the left,  improve=1.355742, (0 missing)
      c13 < 4277.454 to the left,  improve=1.317647, (0 missing)
  Surrogate splits:
      c16 < 4359.259 to the left,  agree=0.824, adj=0.500, (0 split)
      c2  < 4253.227 to the left,  agree=0.765, adj=0.333, (0 split)
      c12 < 4207.211 to the left,  agree=0.765, adj=0.333, (0 split)
      c1  < 4282.588 to the right, agree=0.706, adj=0.167, (0 split)
      c4  < 4619.617 to the left,  agree=0.706, adj=0.167, (0 split)

Node number 465918: 5 observations,    complexity param=0.000319081
  predicted class=closed  expected loss=0.4  P(node) =0.0004777831
    class counts:     3     2
   probabilities: 0.600 0.400 
  left son=931836 (3 obs) right son=931837 (2 obs)
  Primary splits:
      c10 < 4611.026 to the left,  improve=2.400000, (0 missing)
      c2  < 4256.403 to the left,  improve=1.066667, (0 missing)
      c3  < 3988.806 to the left,  improve=1.066667, (0 missing)
      c11 < 4204.594 to the right, improve=1.066667, (0 missing)
      c12 < 4234.111 to the right, improve=1.066667, (0 missing)
  Surrogate splits:
      c2  < 4256.403 to the left,  agree=0.8, adj=0.5, (0 split)
      c3  < 3988.806 to the left,  agree=0.8, adj=0.5, (0 split)
      c11 < 4204.594 to the right, agree=0.8, adj=0.5, (0 split)
      c12 < 4234.111 to the right, agree=0.8, adj=0.5, (0 split)
      c13 < 4274.293 to the right, agree=0.8, adj=0.5, (0 split)

Node number 465919: 228 observations,    complexity param=0.000319081
  predicted class=open    expected loss=0.07894737  P(node) =0.02178691
    class counts:    18   210
   probabilities: 0.079 0.921 
  left son=931838 (8 obs) right son=931839 (220 obs)
  Primary splits:
      c12 < 4272.872 to the right, improve=1.453349, (0 missing)
      c15 < 4596.933 to the left,  improve=1.286686, (0 missing)
      c11 < 4205.349 to the left,  improve=1.251573, (0 missing)
      c9  < 4180.307 to the left,  improve=1.053859, (0 missing)
      c4  < 4616.312 to the left,  improve=1.012440, (0 missing)

Node number 466932: 3 observations,    complexity param=0.0001063603
  predicted class=closed  expected loss=0.3333333  P(node) =0.0002866699
    class counts:     2     1
   probabilities: 0.667 0.333 
  left son=933864 (2 obs) right son=933865 (1 obs)
  Primary splits:
      c1 < 4301.738 to the left,  improve=1.333333, (0 missing)
      c2 < 4255.644 to the right, improve=1.333333, (0 missing)
      c5 < 4143.551 to the left,  improve=1.333333, (0 missing)
      c7 < 4217.145 to the right, improve=1.333333, (0 missing)
      c9 < 4185.636 to the right, improve=1.333333, (0 missing)

Node number 466933: 5 observations
  predicted class=open    expected loss=0  P(node) =0.0004777831
    class counts:     0     5
   probabilities: 0.000 1.000 

Node number 491494: 3 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.3333333  P(node) =0.0002866699
    class counts:     2     1
   probabilities: 0.667 0.333 
  left son=982988 (2 obs) right son=982989 (1 obs)
  Primary splits:
      c1 < 4286.763 to the left,  improve=1.333333, (0 missing)
      c2 < 4260.274 to the left,  improve=1.333333, (0 missing)
      c3 < 4005.981 to the left,  improve=1.333333, (0 missing)
      c4 < 4614.84  to the left,  improve=1.333333, (0 missing)
      c7 < 4222.377 to the left,  improve=1.333333, (0 missing)

Node number 491495: 38 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.05263158  P(node) =0.003631151
    class counts:     2    36
   probabilities: 0.053 0.947 
  left son=982990 (1 obs) right son=982991 (37 obs)
  Primary splits:
      c11 < 4165.935 to the left,  improve=1.8435280, (0 missing)
      c16 < 4325.858 to the left,  improve=1.1228070, (0 missing)
      c1  < 4285.62  to the right, improve=0.8450292, (0 missing)
      c5  < 4091.307 to the left,  improve=0.8450292, (0 missing)
      c12 < 4260.128 to the right, improve=0.8450292, (0 missing)

Node number 491500: 2 observations
  predicted class=closed  expected loss=0  P(node) =0.0001911132
    class counts:     2     0
   probabilities: 1.000 0.000 

Node number 491501: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 491502: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 491503: 104 observations,    complexity param=0.0001063603
  predicted class=open    expected loss=0.009615385  P(node) =0.009937888
    class counts:     1   103
   probabilities: 0.010 0.990 
  left son=983006 (3 obs) right son=983007 (101 obs)
  Primary splits:
      c12 < 4275.866 to the right, improve=0.6474359, (0 missing)
      c6  < 4324.147 to the left,  improve=0.3141026, (0 missing)
      c13 < 4251.762 to the left,  improve=0.2664835, (0 missing)
      c11 < 4179.025 to the left,  improve=0.1807692, (0 missing)
      c15 < 4571.924 to the left,  improve=0.1807692, (0 missing)

Node number 516030: 2 observations,    complexity param=0.0001276324
  predicted class=closed  expected loss=0.5  P(node) =0.0001911132
    class counts:     1     1
   probabilities: 0.500 0.500 
  left son=1032060 (1 obs) right son=1032061 (1 obs)
  Primary splits:
      c1 < 4275.333 to the right, improve=1, (0 missing)
      c2 < 4257.973 to the left,  improve=1, (0 missing)
      c3 < 4003.008 to the right, improve=1, (0 missing)
      c4 < 4634.84  to the right, improve=1, (0 missing)
      c5 < 4131.607 to the right, improve=1, (0 missing)

Node number 516031: 59 observations,    complexity param=0.0001276324
  predicted class=open    expected loss=0.03389831  P(node) =0.00563784
    class counts:     2    57
   probabilities: 0.034 0.966 
  left son=1032062 (16 obs) right son=1032063 (43 obs)
  Primary splits:
      c4  < 4635.462 to the left,  improve=0.3644068, (0 missing)
      c16 < 4354.285 to the right, improve=0.3014438, (0 missing)
      c13 < 4270.244 to the left,  improve=0.2453592, (0 missing)
      c9  < 4197.092 to the left,  improve=0.2354760, (0 missing)
      c6  < 4346.895 to the right, improve=0.2280431, (0 missing)
  Surrogate splits:
      c7  < 4248.33  to the right, agree=0.763, adj=0.125, (0 split)
      c8  < 4080.463 to the left,  agree=0.746, adj=0.063, (0 split)
      c16 < 4354.285 to the right, agree=0.746, adj=0.063, (0 split)

Node number 524152: 3 observations
  predicted class=closed  expected loss=0  P(node) =0.0002866699
    class counts:     3     0
   probabilities: 1.000 0.000 

Node number 524153: 4 observations
  predicted class=open    expected loss=0  P(node) =0.0003822265
    class counts:     0     4
   probabilities: 0.000 1.000 

Node number 524156: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 524157: 3 observations
  predicted class=open    expected loss=0  P(node) =0.0002866699
    class counts:     0     3
   probabilities: 0.000 1.000 

Node number 524246: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 524247: 12 observations
  predicted class=open    expected loss=0  P(node) =0.001146679
    class counts:     0    12
   probabilities: 0.000 1.000 

Node number 524252: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 524253: 2 observations
  predicted class=open    expected loss=0  P(node) =0.0001911132
    class counts:     0     2
   probabilities: 0.000 1.000 

Node number 524254: 5 observations,    complexity param=0.0001063603
  predicted class=open    expected loss=0.2  P(node) =0.0004777831
    class counts:     1     4
   probabilities: 0.200 0.800 
  left son=1048508 (1 obs) right son=1048509 (4 obs)
  Primary splits:
      c6  < 4346.186 to the right, improve=1.6, (0 missing)
      c8  < 4061.509 to the left,  improve=1.6, (0 missing)
      c9  < 4215.782 to the right, improve=1.6, (0 missing)
      c13 < 4276.285 to the left,  improve=1.6, (0 missing)
      c16 < 4362.653 to the left,  improve=1.6, (0 missing)

Node number 524255: 83 observations
  predicted class=open    expected loss=0  P(node) =0.007931199
    class counts:     0    83
   probabilities: 0.000 1.000 

Node number 524276: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 524277: 2 observations
  predicted class=open    expected loss=0  P(node) =0.0001911132
    class counts:     0     2
   probabilities: 0.000 1.000 

Node number 721924: 12 observations
  predicted class=closed  expected loss=0  P(node) =0.001146679
    class counts:    12     0
   probabilities: 1.000 0.000 

Node number 721925: 2 observations,    complexity param=0.0001063603
  predicted class=closed  expected loss=0.5  P(node) =0.0001911132
    class counts:     1     1
   probabilities: 0.500 0.500 
  left son=1443850 (1 obs) right son=1443851 (1 obs)
  Primary splits:
      c1 < 4339.146 to the left,  improve=1, (0 missing)
      c2 < 4301.92  to the right, improve=1, (0 missing)
      c3 < 4018.495 to the right, improve=1, (0 missing)
      c4 < 4607.021 to the right, improve=1, (0 missing)
      c5 < 4145.345 to the right, improve=1, (0 missing)

Node number 721986: 3 observations
  predicted class=closed  expected loss=0  P(node) =0.0002866699
    class counts:     3     0
   probabilities: 1.000 0.000 

Node number 721987: 2 observations
  predicted class=open    expected loss=0  P(node) =0.0001911132
    class counts:     0     2
   probabilities: 0.000 1.000 

Node number 745510: 105 observations,    complexity param=0.0004963483
  predicted class=closed  expected loss=0.3238095  P(node) =0.01003344
    class counts:    71    34
   probabilities: 0.676 0.324 
  left son=1491020 (20 obs) right son=1491021 (85 obs)
  Primary splits:
      c8  < 4060.311 to the left,  improve=3.704482, (0 missing)
      c4  < 4625.019 to the left,  improve=3.540952, (0 missing)
      c16 < 4381.389 to the left,  improve=3.020120, (0 missing)
      c5  < 4134.585 to the right, improve=2.893144, (0 missing)
      c12 < 4240.939 to the left,  improve=2.734512, (0 missing)
  Surrogate splits:
      c9 < 4179.172 to the left,  agree=0.819, adj=0.05, (0 split)

Node number 745511: 11 observations,    complexity param=0.0004254414
  predicted class=open    expected loss=0.1818182  P(node) =0.001051123
    class counts:     2     9
   probabilities: 0.182 0.818 
  left son=1491022 (2 obs) right son=1491023 (9 obs)
  Primary splits:
      c13 < 4289.425 to the right, improve=3.2727270, (0 missing)
      c2  < 4263.893 to the left,  improve=1.4727270, (0 missing)
      c5  < 4123.333 to the left,  improve=1.4727270, (0 missing)
      c7  < 4217.352 to the left,  improve=1.2727270, (0 missing)
      c8  < 4066.332 to the right, improve=0.6060606, (0 missing)

Node number 746480: 4 observations
  predicted class=closed  expected loss=0  P(node) =0.0003822265
    class counts:     4     0
   probabilities: 1.000 0.000 

Node number 746481: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 747512: 7 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.1428571  P(node) =0.0006688963
    class counts:     6     1
   probabilities: 0.857 0.143 
  left son=1495024 (6 obs) right son=1495025 (1 obs)
  Primary splits:
      c5  < 4103.294 to the right, improve=1.714286, (0 missing)
      c6  < 4345.811 to the left,  improve=1.714286, (0 missing)
      c7  < 4221.628 to the right, improve=1.714286, (0 missing)
      c8  < 4087.846 to the left,  improve=1.714286, (0 missing)
      c15 < 4591.129 to the right, improve=1.714286, (0 missing)

Node number 747513: 4 observations
  predicted class=open    expected loss=0  P(node) =0.0003822265
    class counts:     0     4
   probabilities: 0.000 1.000 

Node number 747514: 3 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.3333333  P(node) =0.0002866699
    class counts:     2     1
   probabilities: 0.667 0.333 
  left son=1495028 (2 obs) right son=1495029 (1 obs)
  Primary splits:
      c1 < 4307.111 to the left,  improve=1.333333, (0 missing)
      c2 < 4273.521 to the left,  improve=1.333333, (0 missing)
      c4 < 4619.722 to the right, improve=1.333333, (0 missing)
      c5 < 4110.299 to the left,  improve=1.333333, (0 missing)
      c6 < 4338.429 to the right, improve=1.333333, (0 missing)

Node number 747515: 36 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.02777778  P(node) =0.003440038
    class counts:     1    35
   probabilities: 0.028 0.972 
  left son=1495030 (1 obs) right son=1495031 (35 obs)
  Primary splits:
      c3  < 4023.59  to the right, improve=1.9444440, (0 missing)
      c2  < 4262.149 to the left,  improve=0.9444444, (0 missing)
      c8  < 4066.577 to the left,  improve=0.3444444, (0 missing)
      c9  < 4225.139 to the right, improve=0.3444444, (0 missing)
      c12 < 4212.734 to the left,  improve=0.2777778, (0 missing)

Node number 747516: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 747517: 2 observations
  predicted class=open    expected loss=0  P(node) =0.0001911132
    class counts:     0     2
   probabilities: 0.000 1.000 

Node number 888834: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 888835: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 929812: 32 observations,    complexity param=0.0001063603
  predicted class=closed  expected loss=0.03125  P(node) =0.003057812
    class counts:    31     1
   probabilities: 0.969 0.031 
  left son=1859624 (29 obs) right son=1859625 (3 obs)
  Primary splits:
      c3  < 3988.53  to the left,  improve=0.6041667, (0 missing)
      c1  < 4290.771 to the left,  improve=0.4375000, (0 missing)
      c6  < 4340.753 to the left,  improve=0.4375000, (0 missing)
      c8  < 4057.046 to the right, improve=0.4375000, (0 missing)
      c12 < 4206.015 to the right, improve=0.4375000, (0 missing)

Node number 929813: 8 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.25  P(node) =0.0007644529
    class counts:     6     2
   probabilities: 0.750 0.250 
  left son=1859626 (6 obs) right son=1859627 (2 obs)
  Primary splits:
      c15 < 4586.872 to the right, improve=3.000000, (0 missing)
      c2  < 4242.249 to the right, improve=1.666667, (0 missing)
      c3  < 3969.968 to the right, improve=1.666667, (0 missing)
      c4  < 4605.18  to the right, improve=1.666667, (0 missing)
      c5  < 4101.31  to the left,  improve=1.666667, (0 missing)
  Surrogate splits:
      c2 < 4242.249 to the right, agree=0.875, adj=0.5, (0 split)
      c3 < 3969.968 to the right, agree=0.875, adj=0.5, (0 split)
      c4 < 4605.18  to the right, agree=0.875, adj=0.5, (0 split)
      c5 < 4101.31  to the left,  agree=0.875, adj=0.5, (0 split)
      c6 < 4327.793 to the right, agree=0.875, adj=0.5, (0 split)

Node number 929814: 37 observations,    complexity param=0.0003545345
  predicted class=closed  expected loss=0.1621622  P(node) =0.003535595
    class counts:    31     6
   probabilities: 0.838 0.162 
  left son=1859628 (27 obs) right son=1859629 (10 obs)
  Primary splits:
      c5  < 4096.827 to the right, improve=3.128128, (0 missing)
      c8  < 4082.721 to the left,  improve=2.968340, (0 missing)
      c11 < 4183.736 to the right, improve=2.968340, (0 missing)
      c13 < 4258.966 to the right, improve=2.968340, (0 missing)
      c15 < 4580.907 to the right, improve=1.895324, (0 missing)
  Surrogate splits:
      c8  < 4078.446 to the left,  agree=0.811, adj=0.3, (0 split)
      c13 < 4261.838 to the right, agree=0.811, adj=0.3, (0 split)
      c2  < 4236.352 to the right, agree=0.784, adj=0.2, (0 split)
      c10 < 4613.934 to the right, agree=0.784, adj=0.2, (0 split)
      c11 < 4183.736 to the right, agree=0.784, adj=0.2, (0 split)

Node number 929815: 31 observations,    complexity param=0.0003545345
  predicted class=closed  expected loss=0.483871  P(node) =0.002962255
    class counts:    16    15
   probabilities: 0.516 0.484 
  left son=1859630 (15 obs) right son=1859631 (16 obs)
  Primary splits:
      c7  < 4219.559 to the left,  improve=4.683871, (0 missing)
      c16 < 4338.019 to the left,  improve=3.524275, (0 missing)
      c11 < 4197.402 to the left,  improve=3.299088, (0 missing)
      c13 < 4260.853 to the left,  improve=2.791563, (0 missing)
      c9  < 4205.644 to the left,  improve=2.446834, (0 missing)
  Surrogate splits:
      c3 < 3975.28  to the right, agree=0.710, adj=0.400, (0 split)
      c5 < 4104.824 to the right, agree=0.710, adj=0.400, (0 split)
      c6 < 4327.941 to the left,  agree=0.677, adj=0.333, (0 split)
      c2 < 4239.478 to the left,  agree=0.645, adj=0.267, (0 split)
      c4 < 4603.925 to the left,  agree=0.645, adj=0.267, (0 split)

Node number 929860: 10 observations
  predicted class=closed  expected loss=0  P(node) =0.0009555662
    class counts:    10     0
   probabilities: 1.000 0.000 

Node number 929861: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 929984: 17 observations
  predicted class=closed  expected loss=0  P(node) =0.001624462
    class counts:    17     0
   probabilities: 1.000 0.000 

Node number 929985: 3 observations,    complexity param=0.0001063603
  predicted class=closed  expected loss=0.3333333  P(node) =0.0002866699
    class counts:     2     1
   probabilities: 0.667 0.333 
  left son=1859970 (2 obs) right son=1859971 (1 obs)
  Primary splits:
      c2 < 4263.183 to the right, improve=1.333333, (0 missing)
      c3 < 3982.35  to the right, improve=1.333333, (0 missing)
      c4 < 4612.192 to the right, improve=1.333333, (0 missing)
      c5 < 4102.859 to the right, improve=1.333333, (0 missing)
      c7 < 4227.954 to the right, improve=1.333333, (0 missing)

Node number 930026: 4 observations
  predicted class=closed  expected loss=0  P(node) =0.0003822265
    class counts:     4     0
   probabilities: 1.000 0.000 

Node number 930027: 6 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.1666667  P(node) =0.0005733397
    class counts:     1     5
   probabilities: 0.167 0.833 
  left son=1860054 (1 obs) right son=1860055 (5 obs)
  Primary splits:
      c13 < 4279.066 to the right, improve=1.6666670, (0 missing)
      c1  < 4281.745 to the right, improve=0.6666667, (0 missing)
      c2  < 4266.847 to the right, improve=0.6666667, (0 missing)
      c3  < 3988.467 to the right, improve=0.6666667, (0 missing)
      c4  < 4606.329 to the left,  improve=0.6666667, (0 missing)

Node number 930030: 2 observations
  predicted class=closed  expected loss=0  P(node) =0.0001911132
    class counts:     2     0
   probabilities: 1.000 0.000 

Node number 930031: 31 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.09677419  P(node) =0.002962255
    class counts:     3    28
   probabilities: 0.097 0.903 
  left son=1860062 (3 obs) right son=1860063 (28 obs)
  Primary splits:
      c11 < 4177.633 to the left,  improve=2.1574500, (0 missing)
      c3  < 3996.134 to the right, improve=1.6860220, (0 missing)
      c5  < 4111.256 to the right, improve=1.6860220, (0 missing)
      c9  < 4202.895 to the right, improve=0.7050691, (0 missing)
      c16 < 4343.918 to the right, improve=0.7050691, (0 missing)

Node number 930046: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 930047: 32 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.03125  P(node) =0.003057812
    class counts:     1    31
   probabilities: 0.031 0.969 
  left son=1860094 (1 obs) right son=1860095 (31 obs)
  Primary splits:
      c4  < 4600.858 to the left,  improve=1.9375000, (0 missing)
      c2  < 4255.393 to the left,  improve=0.4375000, (0 missing)
      c15 < 4592.459 to the left,  improve=0.4375000, (0 missing)
      c11 < 4213.995 to the right, improve=0.3375000, (0 missing)
      c6  < 4322.855 to the left,  improve=0.2708333, (0 missing)

Node number 930400: 13 observations
  predicted class=closed  expected loss=0  P(node) =0.001242236
    class counts:    13     0
   probabilities: 1.000 0.000 

Node number 930401: 25 observations,    complexity param=0.0002836276
  predicted class=closed  expected loss=0.32  P(node) =0.002388915
    class counts:    17     8
   probabilities: 0.680 0.320 
  left son=1860802 (23 obs) right son=1860803 (2 obs)
  Primary splits:
      c6  < 4326.898 to the right, improve=2.010435, (0 missing)
      c7  < 4219.127 to the right, improve=2.010435, (0 missing)
      c11 < 4216.334 to the left,  improve=2.010435, (0 missing)
      c15 < 4587.292 to the right, improve=2.010435, (0 missing)
      c5  < 4118.737 to the left,  improve=1.996883, (0 missing)
  Surrogate splits:
      c16 < 4340.194 to the right, agree=0.96, adj=0.5, (0 split)

Node number 930408: 13 observations
  predicted class=closed  expected loss=0  P(node) =0.001242236
    class counts:    13     0
   probabilities: 1.000 0.000 

Node number 930409: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 930412: 18 observations,    complexity param=0.0004254414
  predicted class=closed  expected loss=0.3888889  P(node) =0.001720019
    class counts:    11     7
   probabilities: 0.611 0.389 
  left son=1860824 (6 obs) right son=1860825 (12 obs)
  Primary splits:
      c10 < 4602.955 to the left,  improve=2.722222, (0 missing)
      c15 < 4605.835 to the left,  improve=2.340171, (0 missing)
      c4  < 4613.804 to the left,  improve=1.680556, (0 missing)
      c11 < 4194.096 to the left,  improve=1.555556, (0 missing)
      c13 < 4282.987 to the right, improve=1.555556, (0 missing)
  Surrogate splits:
      c3  < 4010.666 to the right, agree=0.778, adj=0.333, (0 split)
      c7  < 4213.726 to the left,  agree=0.778, adj=0.333, (0 split)
      c11 < 4194.096 to the left,  agree=0.778, adj=0.333, (0 split)
      c13 < 4263.741 to the left,  agree=0.778, adj=0.333, (0 split)
      c12 < 4224.47  to the left,  agree=0.722, adj=0.167, (0 split)

Node number 930413: 6 observations
  predicted class=open    expected loss=0  P(node) =0.0005733397
    class counts:     0     6
   probabilities: 0.000 1.000 

Node number 930558: 14 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.2142857  P(node) =0.001337793
    class counts:     3    11
   probabilities: 0.214 0.786 
  left son=1861116 (2 obs) right son=1861117 (12 obs)
  Primary splits:
      c10 < 4615.817 to the right, improve=2.880952, (0 missing)
      c1  < 4279.446 to the right, improve=1.714286, (0 missing)
      c9  < 4180.494 to the right, improve=1.714286, (0 missing)
      c8  < 4056.866 to the left,  improve=1.562771, (0 missing)
      c15 < 4591.786 to the right, improve=1.562771, (0 missing)
  Surrogate splits:
      c8  < 4056.866 to the left,  agree=0.929, adj=0.5, (0 split)
      c15 < 4591.786 to the right, agree=0.929, adj=0.5, (0 split)

Node number 930559: 31 observations
  predicted class=open    expected loss=0  P(node) =0.002962255
    class counts:     0    31
   probabilities: 0.000 1.000 

Node number 930566: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 930567: 2 observations
  predicted class=open    expected loss=0  P(node) =0.0001911132
    class counts:     0     2
   probabilities: 0.000 1.000 

Node number 930762: 4 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.25  P(node) =0.0003822265
    class counts:     3     1
   probabilities: 0.750 0.250 
  left son=1861524 (3 obs) right son=1861525 (1 obs)
  Primary splits:
      c5  < 4116.175 to the right, improve=1.5, (0 missing)
      c6  < 4335.635 to the left,  improve=1.5, (0 missing)
      c10 < 4608.928 to the right, improve=1.5, (0 missing)
      c12 < 4195.362 to the right, improve=1.5, (0 missing)
      c15 < 4592.71  to the left,  improve=1.5, (0 missing)

Node number 930763: 3 observations
  predicted class=open    expected loss=0  P(node) =0.0002866699
    class counts:     0     3
   probabilities: 0.000 1.000 

Node number 930780: 2 observations
  predicted class=closed  expected loss=0  P(node) =0.0001911132
    class counts:     2     0
   probabilities: 1.000 0.000 

Node number 930781: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 930782: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 930783: 41 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.09756098  P(node) =0.003917821
    class counts:     4    37
   probabilities: 0.098 0.902 
  left son=1861566 (9 obs) right son=1861567 (32 obs)
  Primary splits:
      c12 < 4217.526 to the left,  improve=1.2820120, (0 missing)
      c16 < 4358.136 to the right, improve=0.9225425, (0 missing)
      c4  < 4613.495 to the right, improve=0.7814170, (0 missing)
      c9  < 4194.406 to the right, improve=0.6755562, (0 missing)
      c10 < 4614.956 to the right, improve=0.5976635, (0 missing)
  Surrogate splits:
      c16 < 4358.136 to the right, agree=0.854, adj=0.333, (0 split)

Node number 930808: 13 observations,    complexity param=0.0004254414
  predicted class=closed  expected loss=0.2307692  P(node) =0.001242236
    class counts:    10     3
   probabilities: 0.769 0.231 
  left son=1861616 (9 obs) right son=1861617 (4 obs)
  Primary splits:
      c3  < 4000.537 to the right, improve=3.115385, (0 missing)
      c7  < 4227.394 to the left,  improve=2.797203, (0 missing)
      c13 < 4276.8   to the left,  improve=2.797203, (0 missing)
      c6  < 4328.559 to the right, improve=2.215385, (0 missing)
      c1  < 4298.392 to the left,  improve=1.615385, (0 missing)
  Surrogate splits:
      c7  < 4227.394 to the left,  agree=0.846, adj=0.50, (0 split)
      c13 < 4268.034 to the left,  agree=0.846, adj=0.50, (0 split)
      c6  < 4328.559 to the right, agree=0.769, adj=0.25, (0 split)
      c9  < 4190.376 to the right, agree=0.769, adj=0.25, (0 split)

Node number 930809: 18 observations,    complexity param=0.0004786216
  predicted class=open    expected loss=0.2222222  P(node) =0.001720019
    class counts:     4    14
   probabilities: 0.222 0.778 
  left son=1861618 (3 obs) right son=1861619 (15 obs)
  Primary splits:
      c4  < 4605.99  to the left,  improve=4.355556, (0 missing)
      c15 < 4588.681 to the right, improve=3.555556, (0 missing)
      c10 < 4602.16  to the left,  improve=2.722222, (0 missing)
      c11 < 4203.3   to the right, improve=1.422222, (0 missing)
      c1  < 4267.359 to the left,  improve=1.281046, (0 missing)
  Surrogate splits:
      c10 < 4602.16  to the left,  agree=0.944, adj=0.667, (0 split)

Node number 930810: 39 observations,    complexity param=0.0003545345
  predicted class=open    expected loss=0.2564103  P(node) =0.003726708
    class counts:    10    29
   probabilities: 0.256 0.744 
  left son=1861620 (12 obs) right son=1861621 (27 obs)
  Primary splits:
      c3  < 3997.389 to the right, improve=3.705128, (0 missing)
      c6  < 4334.742 to the left,  improve=2.353078, (0 missing)
      c16 < 4360.394 to the right, improve=2.171795, (0 missing)
      c10 < 4598.023 to the right, improve=1.768347, (0 missing)
      c2  < 4267.445 to the left,  improve=1.323408, (0 missing)
  Surrogate splits:
      c8  < 4086.159 to the right, agree=0.769, adj=0.250, (0 split)
      c4  < 4595.106 to the left,  agree=0.744, adj=0.167, (0 split)
      c5  < 4113.334 to the left,  agree=0.718, adj=0.083, (0 split)
      c10 < 4621.253 to the right, agree=0.718, adj=0.083, (0 split)
      c11 < 4208.692 to the right, agree=0.718, adj=0.083, (0 split)

Node number 930811: 57 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.07017544  P(node) =0.005446727
    class counts:     4    53
   probabilities: 0.070 0.930 
  left son=1861622 (1 obs) right son=1861623 (56 obs)
  Primary splits:
      c3  < 4023.161 to the right, improve=1.7600250, (0 missing)
      c1  < 4291.15  to the left,  improve=0.8299008, (0 missing)
      c10 < 4608.876 to the left,  improve=0.8299008, (0 missing)
      c4  < 4610.263 to the right, improve=0.7719298, (0 missing)
      c16 < 4353.318 to the left,  improve=0.7719298, (0 missing)

Node number 931330: 3 observations
  predicted class=closed  expected loss=0  P(node) =0.0002866699
    class counts:     3     0
   probabilities: 1.000 0.000 

Node number 931331: 4 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.25  P(node) =0.0003822265
    class counts:     1     3
   probabilities: 0.250 0.750 
  left son=1862662 (1 obs) right son=1862663 (3 obs)
  Primary splits:
      c3  < 3977.486 to the left,  improve=1.5, (0 missing)
      c5  < 4110.568 to the left,  improve=1.5, (0 missing)
      c13 < 4290.455 to the right, improve=1.5, (0 missing)
      c15 < 4601.233 to the right, improve=1.5, (0 missing)
      c16 < 4361.224 to the right, improve=1.5, (0 missing)

Node number 931332: 34 observations,    complexity param=0.0002836276
  predicted class=closed  expected loss=0.1764706  P(node) =0.003248925
    class counts:    28     6
   probabilities: 0.824 0.176 
  left son=1862664 (33 obs) right son=1862665 (1 obs)
  Primary splits:
      c11 < 4213.744 to the left,  improve=1.3975040, (0 missing)
      c6  < 4328.377 to the right, improve=1.1204480, (0 missing)
      c7  < 4221.373 to the right, improve=1.1204480, (0 missing)
      c15 < 4584.785 to the right, improve=0.9490196, (0 missing)
      c16 < 4352.677 to the right, improve=0.8823529, (0 missing)

Node number 931333: 4 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.25  P(node) =0.0003822265
    class counts:     1     3
   probabilities: 0.250 0.750 
  left son=1862666 (1 obs) right son=1862667 (3 obs)
  Primary splits:
      c1 < 4297.975 to the right, improve=1.5, (0 missing)
      c2 < 4248.41  to the left,  improve=1.5, (0 missing)
      c4 < 4621.538 to the right, improve=1.5, (0 missing)
      c5 < 4110.163 to the left,  improve=1.5, (0 missing)
      c8 < 4056.481 to the left,  improve=1.5, (0 missing)

Node number 931334: 14 observations,    complexity param=0.0004254414
  predicted class=closed  expected loss=0.2857143  P(node) =0.001337793
    class counts:    10     4
   probabilities: 0.714 0.286 
  left son=1862668 (10 obs) right son=1862669 (4 obs)
  Primary splits:
      c6 < 4330.988 to the right, improve=2.414286, (0 missing)
      c7 < 4239.931 to the left,  improve=2.414286, (0 missing)
      c4 < 4622.447 to the left,  improve=2.380952, (0 missing)
      c1 < 4294.631 to the left,  improve=1.714286, (0 missing)
      c5 < 4122.04  to the right, improve=1.714286, (0 missing)
  Surrogate splits:
      c3  < 3991.233 to the right, agree=0.857, adj=0.50, (0 split)
      c4  < 4622.447 to the left,  agree=0.857, adj=0.50, (0 split)
      c5  < 4113.362 to the right, agree=0.857, adj=0.50, (0 split)
      c10 < 4620.906 to the left,  agree=0.857, adj=0.50, (0 split)
      c8  < 4065.873 to the left,  agree=0.786, adj=0.25, (0 split)

Node number 931335: 8 observations
  predicted class=open    expected loss=0  P(node) =0.0007644529
    class counts:     0     8
   probabilities: 0.000 1.000 

Node number 931396: 17 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.1764706  P(node) =0.001624462
    class counts:    14     3
   probabilities: 0.824 0.176 
  left son=1862792 (16 obs) right son=1862793 (1 obs)
  Primary splits:
      c6  < 4327.835 to the right, improve=1.441176, (0 missing)
      c8  < 4081.97  to the left,  improve=1.441176, (0 missing)
      c11 < 4216.622 to the left,  improve=1.441176, (0 missing)
      c10 < 4611.476 to the right, improve=1.191176, (0 missing)
      c16 < 4358.453 to the left,  improve=1.095023, (0 missing)

Node number 931397: 2 observations
  predicted class=open    expected loss=0  P(node) =0.0001911132
    class counts:     0     2
   probabilities: 0.000 1.000 

Node number 931400: 20 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.1  P(node) =0.001911132
    class counts:    18     2
   probabilities: 0.900 0.100 
  left son=1862800 (19 obs) right son=1862801 (1 obs)
  Primary splits:
      c16 < 4361.425 to the left,  improve=1.7052630, (0 missing)
      c13 < 4272.488 to the right, improve=1.2000000, (0 missing)
      c6  < 4334.305 to the left,  improve=0.7428571, (0 missing)
      c1  < 4305.194 to the left,  improve=0.7111111, (0 missing)
      c4  < 4622.109 to the left,  improve=0.7111111, (0 missing)

Node number 931401: 4 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.25  P(node) =0.0003822265
    class counts:     1     3
   probabilities: 0.250 0.750 
  left son=1862802 (1 obs) right son=1862803 (3 obs)
  Primary splits:
      c2  < 4250.478 to the left,  improve=1.5, (0 missing)
      c7  < 4243.221 to the right, improve=1.5, (0 missing)
      c9  < 4196.55  to the left,  improve=1.5, (0 missing)
      c13 < 4285.859 to the right, improve=1.5, (0 missing)
      c16 < 4359.973 to the right, improve=1.5, (0 missing)

Node number 931402: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 931403: 5 observations
  predicted class=open    expected loss=0  P(node) =0.0004777831
    class counts:     0     5
   probabilities: 0.000 1.000 

Node number 931404: 4 observations
  predicted class=closed  expected loss=0  P(node) =0.0003822265
    class counts:     4     0
   probabilities: 1.000 0.000 

Node number 931405: 4 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.25  P(node) =0.0003822265
    class counts:     1     3
   probabilities: 0.250 0.750 
  left son=1862810 (1 obs) right son=1862811 (3 obs)
  Primary splits:
      c4  < 4617.786 to the left,  improve=1.5, (0 missing)
      c5  < 4131.385 to the right, improve=1.5, (0 missing)
      c6  < 4350.375 to the right, improve=1.5, (0 missing)
      c7  < 4248.36  to the right, improve=1.5, (0 missing)
      c10 < 4609.638 to the left,  improve=1.5, (0 missing)

Node number 931406: 6 observations,    complexity param=0.000319081
  predicted class=closed  expected loss=0.5  P(node) =0.0005733397
    class counts:     3     3
   probabilities: 0.500 0.500 
  left son=1862812 (3 obs) right son=1862813 (3 obs)
  Primary splits:
      c8 < 4066.001 to the right, improve=3.0, (0 missing)
      c9 < 4206.209 to the left,  improve=3.0, (0 missing)
      c3 < 3997.19  to the right, improve=1.5, (0 missing)
      c4 < 4618.727 to the left,  improve=1.5, (0 missing)
      c5 < 4118.14  to the right, improve=1.5, (0 missing)
  Surrogate splits:
      c9  < 4206.209 to the left,  agree=1.000, adj=1.000, (0 split)
      c3  < 3997.19  to the right, agree=0.833, adj=0.667, (0 split)
      c4  < 4618.727 to the left,  agree=0.833, adj=0.667, (0 split)
      c5  < 4118.14  to the right, agree=0.833, adj=0.667, (0 split)
      c11 < 4196.826 to the left,  agree=0.833, adj=0.667, (0 split)

Node number 931407: 20 observations,    complexity param=0.0001063603
  predicted class=open    expected loss=0.05  P(node) =0.001911132
    class counts:     1    19
   probabilities: 0.050 0.950 
  left son=1862814 (4 obs) right son=1862815 (16 obs)
  Primary splits:
      c1  < 4300.721 to the right, improve=0.4, (0 missing)
      c7  < 4221.833 to the left,  improve=0.4, (0 missing)
      c11 < 4185.054 to the left,  improve=0.4, (0 missing)
      c2  < 4267.983 to the right, improve=0.3, (0 missing)
      c16 < 4350.185 to the left,  improve=0.3, (0 missing)
  Surrogate splits:
      c11 < 4212.673 to the right, agree=0.9, adj=0.5, (0 split)

Node number 931562: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 931563: 4 observations
  predicted class=open    expected loss=0  P(node) =0.0003822265
    class counts:     0     4
   probabilities: 0.000 1.000 

Node number 931572: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 931573: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 931590: 3 observations
  predicted class=closed  expected loss=0  P(node) =0.0002866699
    class counts:     3     0
   probabilities: 1.000 0.000 

Node number 931591: 11 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.1818182  P(node) =0.001051123
    class counts:     2     9
   probabilities: 0.182 0.818 
  left son=1863182 (1 obs) right son=1863183 (10 obs)
  Primary splits:
      c4  < 4616.492 to the left,  improve=1.472727, (0 missing)
      c5  < 4095.465 to the left,  improve=1.472727, (0 missing)
      c8  < 4058.891 to the left,  improve=1.472727, (0 missing)
      c9  < 4190.034 to the left,  improve=1.472727, (0 missing)
      c11 < 4190.089 to the left,  improve=1.272727, (0 missing)

Node number 931596: 2 observations
  predicted class=closed  expected loss=0  P(node) =0.0001911132
    class counts:     2     0
   probabilities: 1.000 0.000 

Node number 931597: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 931598: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 931599: 9 observations
  predicted class=open    expected loss=0  P(node) =0.0008600096
    class counts:     0     9
   probabilities: 0.000 1.000 

Node number 931662: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 931663: 8 observations
  predicted class=open    expected loss=0  P(node) =0.0007644529
    class counts:     0     8
   probabilities: 0.000 1.000 

Node number 931666: 3 observations
  predicted class=closed  expected loss=0  P(node) =0.0002866699
    class counts:     3     0
   probabilities: 1.000 0.000 

Node number 931667: 8 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.25  P(node) =0.0007644529
    class counts:     2     6
   probabilities: 0.250 0.750 
  left son=1863334 (3 obs) right son=1863335 (5 obs)
  Primary splits:
      c7  < 4230.471 to the right, improve=1.666667, (0 missing)
      c16 < 4343.217 to the right, improve=1.666667, (0 missing)
      c2  < 4271.897 to the right, improve=1.285714, (0 missing)
      c3  < 3973.767 to the left,  improve=1.285714, (0 missing)
      c8  < 4055.718 to the left,  improve=1.285714, (0 missing)
  Surrogate splits:
      c8  < 4066.609 to the right, agree=0.875, adj=0.667, (0 split)
      c9  < 4200.66  to the right, agree=0.875, adj=0.667, (0 split)
      c10 < 4615.856 to the right, agree=0.875, adj=0.667, (0 split)
      c13 < 4270.683 to the right, agree=0.875, adj=0.667, (0 split)
      c15 < 4595.955 to the right, agree=0.875, adj=0.667, (0 split)

Node number 931672: 3 observations
  predicted class=closed  expected loss=0  P(node) =0.0002866699
    class counts:     3     0
   probabilities: 1.000 0.000 

Node number 931673: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 931834: 6 observations,    complexity param=0.000319081
  predicted class=closed  expected loss=0.3333333  P(node) =0.0005733397
    class counts:     4     2
   probabilities: 0.667 0.333 
  left son=1863668 (4 obs) right son=1863669 (2 obs)
  Primary splits:
      c1  < 4285.626 to the left,  improve=2.666667, (0 missing)
      c11 < 4212.106 to the left,  improve=2.666667, (0 missing)
      c13 < 4279.291 to the left,  improve=2.666667, (0 missing)
      c2  < 4252.276 to the left,  improve=1.333333, (0 missing)
      c15 < 4602.385 to the right, improve=1.333333, (0 missing)
  Surrogate splits:
      c11 < 4212.106 to the left,  agree=1.000, adj=1.0, (0 split)
      c13 < 4279.291 to the left,  agree=1.000, adj=1.0, (0 split)
      c2  < 4252.276 to the left,  agree=0.833, adj=0.5, (0 split)
      c15 < 4602.385 to the right, agree=0.833, adj=0.5, (0 split)

Node number 931835: 11 observations
  predicted class=open    expected loss=0  P(node) =0.001051123
    class counts:     0    11
   probabilities: 0.000 1.000 

Node number 931836: 3 observations
  predicted class=closed  expected loss=0  P(node) =0.0002866699
    class counts:     3     0
   probabilities: 1.000 0.000 

Node number 931837: 2 observations
  predicted class=open    expected loss=0  P(node) =0.0001911132
    class counts:     0     2
   probabilities: 0.000 1.000 

Node number 931838: 8 observations,    complexity param=0.000319081
  predicted class=open    expected loss=0.375  P(node) =0.0007644529
    class counts:     3     5
   probabilities: 0.375 0.625 
  left son=1863676 (3 obs) right son=1863677 (5 obs)
  Primary splits:
      c4  < 4619.279 to the left,  improve=3.75, (0 missing)
      c7  < 4231.998 to the left,  improve=3.75, (0 missing)
      c9  < 4203.925 to the left,  improve=2.25, (0 missing)
      c11 < 4206.23  to the left,  improve=2.25, (0 missing)
      c15 < 4597.838 to the left,  improve=2.25, (0 missing)
  Surrogate splits:
      c7  < 4231.998 to the left,  agree=1.000, adj=1.000, (0 split)
      c9  < 4203.925 to the left,  agree=0.875, adj=0.667, (0 split)
      c11 < 4206.23  to the left,  agree=0.875, adj=0.667, (0 split)
      c12 < 4276.716 to the left,  agree=0.875, adj=0.667, (0 split)
      c15 < 4597.838 to the left,  agree=0.875, adj=0.667, (0 split)

Node number 931839: 220 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.06818182  P(node) =0.02102246
    class counts:    15   205
   probabilities: 0.068 0.932 
  left son=1863678 (120 obs) right son=1863679 (100 obs)
  Primary splits:
      c11 < 4204.071 to the left,  improve=1.2412120, (0 missing)
      c8  < 4080.629 to the right, improve=1.1436870, (0 missing)
      c9  < 4180.307 to the left,  improve=1.1266380, (0 missing)
      c4  < 4615.831 to the left,  improve=1.0290170, (0 missing)
      c3  < 3994.671 to the right, improve=0.7031449, (0 missing)
  Surrogate splits:
      c7  < 4231.276 to the left,  agree=0.645, adj=0.22, (0 split)
      c16 < 4347.941 to the left,  agree=0.636, adj=0.20, (0 split)
      c15 < 4610.971 to the left,  agree=0.618, adj=0.16, (0 split)
      c9  < 4198.385 to the left,  agree=0.600, adj=0.12, (0 split)
      c1  < 4287.829 to the left,  agree=0.595, adj=0.11, (0 split)

Node number 933864: 2 observations
  predicted class=closed  expected loss=0  P(node) =0.0001911132
    class counts:     2     0
   probabilities: 1.000 0.000 

Node number 933865: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 982988: 2 observations
  predicted class=closed  expected loss=0  P(node) =0.0001911132
    class counts:     2     0
   probabilities: 1.000 0.000 

Node number 982989: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 982990: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 982991: 37 observations,    complexity param=0.0001063603
  predicted class=open    expected loss=0.02702703  P(node) =0.003535595
    class counts:     1    36
   probabilities: 0.027 0.973 
  left son=1965982 (2 obs) right son=1965983 (35 obs)
  Primary splits:
      c5  < 4091.307 to the left,  improve=0.9459459, (0 missing)
      c12 < 4260.128 to the right, improve=0.9459459, (0 missing)
      c15 < 4605.146 to the right, improve=0.9459459, (0 missing)
      c13 < 4272.545 to the right, improve=0.4459459, (0 missing)
      c16 < 4325.519 to the left,  improve=0.4459459, (0 missing)

Node number 983006: 3 observations,    complexity param=0.0001063603
  predicted class=open    expected loss=0.3333333  P(node) =0.0002866699
    class counts:     1     2
   probabilities: 0.333 0.667 
  left son=1966012 (1 obs) right son=1966013 (2 obs)
  Primary splits:
      c1 < 4274.501 to the left,  improve=1.333333, (0 missing)
      c4 < 4610.732 to the left,  improve=1.333333, (0 missing)
      c5 < 4106.811 to the left,  improve=1.333333, (0 missing)
      c6 < 4326.914 to the left,  improve=1.333333, (0 missing)
      c7 < 4219.113 to the right, improve=1.333333, (0 missing)

Node number 983007: 101 observations
  predicted class=open    expected loss=0  P(node) =0.009651218
    class counts:     0   101
   probabilities: 0.000 1.000 

Node number 1032060: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 1032061: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 1032062: 16 observations,    complexity param=0.0001276324
  predicted class=open    expected loss=0.125  P(node) =0.001528906
    class counts:     2    14
   probabilities: 0.125 0.875 
  left son=2064124 (1 obs) right son=2064125 (15 obs)
  Primary splits:
      c4  < 4635.274 to the right, improve=1.6333330, (0 missing)
      c7  < 4224.205 to the left,  improve=1.6333330, (0 missing)
      c9  < 4197.572 to the left,  improve=1.6333330, (0 missing)
      c13 < 4270.857 to the left,  improve=1.1000000, (0 missing)
      c3  < 3985.081 to the left,  improve=0.8333333, (0 missing)

Node number 1032063: 43 observations
  predicted class=open    expected loss=0  P(node) =0.004108935
    class counts:     0    43
   probabilities: 0.000 1.000 

Node number 1048508: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 1048509: 4 observations
  predicted class=open    expected loss=0  P(node) =0.0003822265
    class counts:     0     4
   probabilities: 0.000 1.000 

Node number 1443850: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 1443851: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 1491020: 20 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.05  P(node) =0.001911132
    class counts:    19     1
   probabilities: 0.950 0.050 
  left son=2982040 (19 obs) right son=2982041 (1 obs)
  Primary splits:
      c5 < 4157.787 to the left,  improve=1.9000000, (0 missing)
      c6 < 4360.798 to the left,  improve=1.9000000, (0 missing)
      c4 < 4627.392 to the left,  improve=0.5666667, (0 missing)
      c9 < 4207.459 to the left,  improve=0.5666667, (0 missing)
      c2 < 4280.813 to the left,  improve=0.3000000, (0 missing)

Node number 1491021: 85 observations,    complexity param=0.0004963483
  predicted class=closed  expected loss=0.3882353  P(node) =0.008122312
    class counts:    52    33
   probabilities: 0.612 0.388 
  left son=2982042 (74 obs) right son=2982043 (11 obs)
  Primary splits:
      c8  < 4067.725 to the right, improve=4.671311, (0 missing)
      c5  < 4134.585 to the right, improve=3.743027, (0 missing)
      c15 < 4609.335 to the left,  improve=3.699051, (0 missing)
      c12 < 4240.939 to the left,  improve=3.540650, (0 missing)
      c16 < 4381.389 to the left,  improve=3.530456, (0 missing)

Node number 1491022: 2 observations
  predicted class=closed  expected loss=0  P(node) =0.0001911132
    class counts:     2     0
   probabilities: 1.000 0.000 

Node number 1491023: 9 observations
  predicted class=open    expected loss=0  P(node) =0.0008600096
    class counts:     0     9
   probabilities: 0.000 1.000 

Node number 1495024: 6 observations
  predicted class=closed  expected loss=0  P(node) =0.0005733397
    class counts:     6     0
   probabilities: 1.000 0.000 

Node number 1495025: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 1495028: 2 observations
  predicted class=closed  expected loss=0  P(node) =0.0001911132
    class counts:     2     0
   probabilities: 1.000 0.000 

Node number 1495029: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 1495030: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 1495031: 35 observations
  predicted class=open    expected loss=0  P(node) =0.003344482
    class counts:     0    35
   probabilities: 0.000 1.000 

Node number 1859624: 29 observations
  predicted class=closed  expected loss=0  P(node) =0.002771142
    class counts:    29     0
   probabilities: 1.000 0.000 

Node number 1859625: 3 observations,    complexity param=0.0001063603
  predicted class=closed  expected loss=0.3333333  P(node) =0.0002866699
    class counts:     2     1
   probabilities: 0.667 0.333 
  left son=3719250 (2 obs) right son=3719251 (1 obs)
  Primary splits:
      c3 < 3989.316 to the right, improve=1.333333, (0 missing)
      c4 < 4609.927 to the left,  improve=1.333333, (0 missing)
      c5 < 4100.264 to the left,  improve=1.333333, (0 missing)
      c6 < 4340.529 to the left,  improve=1.333333, (0 missing)
      c7 < 4219.646 to the right, improve=1.333333, (0 missing)

Node number 1859626: 6 observations
  predicted class=closed  expected loss=0  P(node) =0.0005733397
    class counts:     6     0
   probabilities: 1.000 0.000 

Node number 1859627: 2 observations
  predicted class=open    expected loss=0  P(node) =0.0001911132
    class counts:     0     2
   probabilities: 0.000 1.000 

Node number 1859628: 27 observations,    complexity param=0.0001063603
  predicted class=closed  expected loss=0.03703704  P(node) =0.002580029
    class counts:    26     1
   probabilities: 0.963 0.037 
  left son=3719256 (24 obs) right son=3719257 (3 obs)
  Primary splits:
      c16 < 4349.794 to the left,  improve=0.5925926, (0 missing)
      c10 < 4616.291 to the right, improve=0.4259259, (0 missing)
      c3  < 3975.397 to the right, improve=0.3259259, (0 missing)
      c6  < 4324.484 to the right, improve=0.2592593, (0 missing)
      c7  < 4234.541 to the left,  improve=0.2592593, (0 missing)

Node number 1859629: 10 observations,    complexity param=0.0003545345
  predicted class=closed  expected loss=0.5  P(node) =0.0009555662
    class counts:     5     5
   probabilities: 0.500 0.500 
  left son=3719258 (6 obs) right son=3719259 (4 obs)
  Primary splits:
      c10 < 4620.675 to the left,  improve=3.333333, (0 missing)
      c15 < 4584.686 to the right, improve=2.142857, (0 missing)
      c8  < 4065.76  to the left,  improve=1.800000, (0 missing)
      c2  < 4246.688 to the right, improve=1.250000, (0 missing)
      c3  < 3983.013 to the left,  improve=1.250000, (0 missing)
  Surrogate splits:
      c8  < 4065.76  to the left,  agree=0.9, adj=0.75, (0 split)
      c1  < 4268.288 to the right, agree=0.8, adj=0.50, (0 split)
      c6  < 4319.184 to the right, agree=0.8, adj=0.50, (0 split)
      c15 < 4579.862 to the right, agree=0.8, adj=0.50, (0 split)
      c2  < 4236.104 to the right, agree=0.7, adj=0.25, (0 split)

Node number 1859630: 15 observations,    complexity param=0.0003545345
  predicted class=closed  expected loss=0.2  P(node) =0.001433349
    class counts:    12     3
   probabilities: 0.800 0.200 
  left son=3719260 (13 obs) right son=3719261 (2 obs)
  Primary splits:
      c10 < 4611.252 to the left,  improve=2.953846, (0 missing)
      c11 < 4197.402 to the left,  improve=2.953846, (0 missing)
      c7  < 4214.283 to the right, improve=1.800000, (0 missing)
      c13 < 4266.378 to the left,  improve=1.371429, (0 missing)
      c1  < 4292.713 to the left,  improve=1.371429, (0 missing)

Node number 1859631: 16 observations,    complexity param=0.000319081
  predicted class=open    expected loss=0.25  P(node) =0.001528906
    class counts:     4    12
   probabilities: 0.250 0.750 
  left son=3719262 (7 obs) right son=3719263 (9 obs)
  Primary splits:
      c8 < 4067.523 to the right, improve=2.571429, (0 missing)
      c1 < 4269.727 to the left,  improve=2.571429, (0 missing)
      c4 < 4604.475 to the left,  improve=2.571429, (0 missing)
      c2 < 4241.35  to the left,  improve=1.781818, (0 missing)
      c7 < 4228.669 to the right, improve=1.781818, (0 missing)
  Surrogate splits:
      c16 < 4338.954 to the left,  agree=0.812, adj=0.571, (0 split)
      c1  < 4270.926 to the left,  agree=0.750, adj=0.429, (0 split)
      c7  < 4224.576 to the right, agree=0.750, adj=0.429, (0 split)
      c9  < 4198.023 to the right, agree=0.750, adj=0.429, (0 split)
      c13 < 4267.478 to the right, agree=0.750, adj=0.429, (0 split)

Node number 1859970: 2 observations
  predicted class=closed  expected loss=0  P(node) =0.0001911132
    class counts:     2     0
   probabilities: 1.000 0.000 

Node number 1859971: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 1860054: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 1860055: 5 observations
  predicted class=open    expected loss=0  P(node) =0.0004777831
    class counts:     0     5
   probabilities: 0.000 1.000 

Node number 1860062: 3 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.3333333  P(node) =0.0002866699
    class counts:     2     1
   probabilities: 0.667 0.333 
  left son=3720124 (2 obs) right son=3720125 (1 obs)
  Primary splits:
      c2 < 4256.881 to the right, improve=1.333333, (0 missing)
      c3 < 3980.353 to the right, improve=1.333333, (0 missing)
      c4 < 4612.669 to the left,  improve=1.333333, (0 missing)
      c5 < 4102.04  to the right, improve=1.333333, (0 missing)
      c6 < 4334.541 to the right, improve=1.333333, (0 missing)

Node number 1860063: 28 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.03571429  P(node) =0.002675585
    class counts:     1    27
   probabilities: 0.036 0.964 
  left son=3720126 (1 obs) right son=3720127 (27 obs)
  Primary splits:
      c3  < 3996.134 to the right, improve=1.9285710, (0 missing)
      c8  < 4085.817 to the right, improve=0.4285714, (0 missing)
      c2  < 4264.112 to the right, improve=0.3285714, (0 missing)
      c12 < 4211.766 to the left,  improve=0.3285714, (0 missing)
      c15 < 4582.243 to the left,  improve=0.3285714, (0 missing)

Node number 1860094: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 1860095: 31 observations
  predicted class=open    expected loss=0  P(node) =0.002962255
    class counts:     0    31
   probabilities: 0.000 1.000 

Node number 1860802: 23 observations,    complexity param=0.0002836276
  predicted class=closed  expected loss=0.2608696  P(node) =0.002197802
    class counts:    17     6
   probabilities: 0.739 0.261 
  left son=3721604 (21 obs) right son=3721605 (2 obs)
  Primary splits:
      c11 < 4216.334 to the left,  improve=2.393375, (0 missing)
      c5  < 4122.074 to the left,  improve=1.402899, (0 missing)
      c10 < 4622.552 to the left,  improve=1.402899, (0 missing)
      c3  < 3999.152 to the left,  improve=1.369565, (0 missing)
      c2  < 4264.236 to the right, improve=1.218050, (0 missing)
  Surrogate splits:
      c13 < 4288.514 to the left,  agree=0.957, adj=0.5, (0 split)

Node number 1860803: 2 observations
  predicted class=open    expected loss=0  P(node) =0.0001911132
    class counts:     0     2
   probabilities: 0.000 1.000 

Node number 1860824: 6 observations
  predicted class=closed  expected loss=0  P(node) =0.0005733397
    class counts:     6     0
   probabilities: 1.000 0.000 

Node number 1860825: 12 observations,    complexity param=0.0004254414
  predicted class=open    expected loss=0.4166667  P(node) =0.001146679
    class counts:     5     7
   probabilities: 0.417 0.583 
  left son=3721650 (7 obs) right son=3721651 (5 obs)
  Primary splits:
      c10 < 4608.105 to the right, improve=2.976190, (0 missing)
      c11 < 4214.011 to the right, improve=2.722222, (0 missing)
      c13 < 4279.887 to the right, improve=2.519048, (0 missing)
      c15 < 4605.795 to the left,  improve=2.083333, (0 missing)
      c2  < 4249.236 to the left,  improve=1.633333, (0 missing)
  Surrogate splits:
      c3  < 4010.12  to the left,  agree=0.833, adj=0.6, (0 split)
      c12 < 4228.539 to the right, agree=0.833, adj=0.6, (0 split)
      c16 < 4353.728 to the left,  agree=0.833, adj=0.6, (0 split)
      c4  < 4613.724 to the left,  agree=0.750, adj=0.4, (0 split)
      c7  < 4218.429 to the right, agree=0.750, adj=0.4, (0 split)

Node number 1861116: 2 observations
  predicted class=closed  expected loss=0  P(node) =0.0001911132
    class counts:     2     0
   probabilities: 1.000 0.000 

Node number 1861117: 12 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.08333333  P(node) =0.001146679
    class counts:     1    11
   probabilities: 0.083 0.917 
  left son=3722234 (1 obs) right son=3722235 (11 obs)
  Primary splits:
      c4  < 4612.73  to the right, improve=1.8333330, (0 missing)
      c6  < 4326.566 to the left,  improve=1.8333330, (0 missing)
      c9  < 4183.503 to the right, improve=1.8333330, (0 missing)
      c16 < 4347.245 to the right, improve=0.5000000, (0 missing)
      c1  < 4279.446 to the right, improve=0.3333333, (0 missing)

Node number 1861524: 3 observations
  predicted class=closed  expected loss=0  P(node) =0.0002866699
    class counts:     3     0
   probabilities: 1.000 0.000 

Node number 1861525: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 1861566: 9 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.3333333  P(node) =0.0008600096
    class counts:     3     6
   probabilities: 0.333 0.667 
  left son=3723132 (2 obs) right son=3723133 (7 obs)
  Primary splits:
      c5  < 4115.003 to the left,  improve=2.285714, (0 missing)
      c8  < 4077.618 to the left,  improve=1.600000, (0 missing)
      c4  < 4607.641 to the left,  improve=1.000000, (0 missing)
      c11 < 4166.398 to the right, improve=1.000000, (0 missing)
      c12 < 4209.41  to the right, improve=1.000000, (0 missing)

Node number 1861567: 32 observations,    complexity param=0.0001063603
  predicted class=open    expected loss=0.03125  P(node) =0.003057812
    class counts:     1    31
   probabilities: 0.031 0.969 
  left son=3723134 (2 obs) right son=3723135 (30 obs)
  Primary splits:
      c9  < 4202.309 to the right, improve=0.9375000, (0 missing)
      c4  < 4614.595 to the right, improve=0.6041667, (0 missing)
      c6  < 4349.156 to the right, improve=0.4375000, (0 missing)
      c10 < 4618.959 to the right, improve=0.4375000, (0 missing)
      c8  < 4067.909 to the left,  improve=0.3375000, (0 missing)

Node number 1861616: 9 observations
  predicted class=closed  expected loss=0  P(node) =0.0008600096
    class counts:     9     0
   probabilities: 1.000 0.000 

Node number 1861617: 4 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.25  P(node) =0.0003822265
    class counts:     1     3
   probabilities: 0.250 0.750 
  left son=3723234 (1 obs) right son=3723235 (3 obs)
  Primary splits:
      c1 < 4297.686 to the left,  improve=1.5, (0 missing)
      c2 < 4250.049 to the left,  improve=1.5, (0 missing)
      c3 < 3986.204 to the left,  improve=1.5, (0 missing)
      c4 < 4614.001 to the right, improve=1.5, (0 missing)
      c5 < 4120.225 to the left,  improve=1.5, (0 missing)

Node number 1861618: 3 observations
  predicted class=closed  expected loss=0  P(node) =0.0002866699
    class counts:     3     0
   probabilities: 1.000 0.000 

Node number 1861619: 15 observations,    complexity param=0.0001063603
  predicted class=open    expected loss=0.06666667  P(node) =0.001433349
    class counts:     1    14
   probabilities: 0.067 0.933 
  left son=3723238 (2 obs) right son=3723239 (13 obs)
  Primary splits:
      c4  < 4612.506 to the right, improve=0.8666667, (0 missing)
      c5  < 4130.128 to the right, improve=0.8666667, (0 missing)
      c11 < 4203.458 to the right, improve=0.8666667, (0 missing)
      c15 < 4589.431 to the right, improve=0.8666667, (0 missing)
      c1  < 4286.626 to the right, improve=0.5333333, (0 missing)
  Surrogate splits:
      c11 < 4201.666 to the right, agree=0.933, adj=0.5, (0 split)

Node number 1861620: 12 observations,    complexity param=0.0003545345
  predicted class=closed  expected loss=0.4166667  P(node) =0.001146679
    class counts:     7     5
   probabilities: 0.583 0.417 
  left son=3723240 (9 obs) right son=3723241 (3 obs)
  Primary splits:
      c8 < 4070.262 to the right, improve=2.722222, (0 missing)
      c6 < 4334.207 to the left,  improve=2.519048, (0 missing)
      c3 < 3998.599 to the left,  improve=2.083333, (0 missing)
      c7 < 4227.984 to the left,  improve=1.633333, (0 missing)
      c9 < 4184.382 to the right, improve=1.633333, (0 missing)
  Surrogate splits:
      c7  < 4227.984 to the left,  agree=0.917, adj=0.667, (0 split)
      c10 < 4597.391 to the right, agree=0.917, adj=0.667, (0 split)
      c13 < 4285.338 to the left,  agree=0.917, adj=0.667, (0 split)

Node number 1861621: 27 observations,    complexity param=0.000319081
  predicted class=open    expected loss=0.1111111  P(node) =0.002580029
    class counts:     3    24
   probabilities: 0.111 0.889 
  left son=3723242 (6 obs) right son=3723243 (21 obs)
  Primary splits:
      c5  < 4114.847 to the left,  improve=2.333333, (0 missing)
      c13 < 4285.622 to the right, improve=2.083333, (0 missing)
      c2  < 4243.463 to the left,  improve=2.083333, (0 missing)
      c3  < 3974.264 to the left,  improve=1.641026, (0 missing)
      c8  < 4066.323 to the left,  improve=1.641026, (0 missing)
  Surrogate splits:
      c3  < 3996.495 to the right, agree=0.852, adj=0.333, (0 split)
      c8  < 4066.921 to the left,  agree=0.852, adj=0.333, (0 split)
      c2  < 4243.463 to the left,  agree=0.815, adj=0.167, (0 split)
      c9  < 4207.023 to the right, agree=0.815, adj=0.167, (0 split)
      c13 < 4285.622 to the right, agree=0.815, adj=0.167, (0 split)

Node number 1861622: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 1861623: 56 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.05357143  P(node) =0.005351171
    class counts:     3    53
   probabilities: 0.054 0.946 
  left son=3723246 (14 obs) right son=3723247 (42 obs)
  Primary splits:
      c1  < 4286.323 to the left,  improve=0.9642857, (0 missing)
      c5  < 4112.649 to the left,  improve=0.8267196, (0 missing)
      c6  < 4353.47  to the right, improve=0.8267196, (0 missing)
      c13 < 4272.499 to the left,  improve=0.8035714, (0 missing)
      c15 < 4610.362 to the right, improve=0.5785714, (0 missing)
  Surrogate splits:
      c3  < 4021.707 to the right, agree=0.821, adj=0.286, (0 split)
      c13 < 4272.499 to the left,  agree=0.821, adj=0.286, (0 split)
      c16 < 4345.739 to the left,  agree=0.804, adj=0.214, (0 split)
      c2  < 4245.513 to the left,  agree=0.768, adj=0.071, (0 split)
      c4  < 4614.569 to the right, agree=0.768, adj=0.071, (0 split)

Node number 1862662: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 1862663: 3 observations
  predicted class=open    expected loss=0  P(node) =0.0002866699
    class counts:     0     3
   probabilities: 0.000 1.000 

Node number 1862664: 33 observations,    complexity param=0.0002836276
  predicted class=closed  expected loss=0.1515152  P(node) =0.003153368
    class counts:    28     5
   probabilities: 0.848 0.152 
  left son=3725328 (26 obs) right son=3725329 (7 obs)
  Primary splits:
      c7  < 4221.373 to the right, improve=1.3639690, (0 missing)
      c15 < 4584.785 to the right, improve=1.1055380, (0 missing)
      c4  < 4617.295 to the left,  improve=0.6587615, (0 missing)
      c11 < 4194.27  to the left,  improve=0.6587615, (0 missing)
      c16 < 4352.677 to the right, improve=0.6587615, (0 missing)
  Surrogate splits:
      c15 < 4584.785 to the right, agree=0.909, adj=0.571, (0 split)
      c3  < 4011.16  to the left,  agree=0.848, adj=0.286, (0 split)
      c6  < 4349.747 to the left,  agree=0.818, adj=0.143, (0 split)
      c9  < 4182.903 to the right, agree=0.818, adj=0.143, (0 split)
      c13 < 4253.238 to the right, agree=0.818, adj=0.143, (0 split)

Node number 1862665: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 1862666: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 1862667: 3 observations
  predicted class=open    expected loss=0  P(node) =0.0002866699
    class counts:     0     3
   probabilities: 0.000 1.000 

Node number 1862668: 10 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.1  P(node) =0.0009555662
    class counts:     9     1
   probabilities: 0.900 0.100 
  left son=3725336 (9 obs) right son=3725337 (1 obs)
  Primary splits:
      c6  < 4352.586 to the left,  improve=1.8, (0 missing)
      c15 < 4600.99  to the left,  improve=1.8, (0 missing)
      c16 < 4357.069 to the right, improve=1.8, (0 missing)
      c2  < 4249.914 to the right, improve=0.8, (0 missing)
      c7  < 4243.015 to the left,  improve=0.8, (0 missing)

Node number 1862669: 4 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.25  P(node) =0.0003822265
    class counts:     1     3
   probabilities: 0.250 0.750 
  left son=3725338 (1 obs) right son=3725339 (3 obs)
  Primary splits:
      c3  < 3981.137 to the left,  improve=1.5, (0 missing)
      c5  < 4097.717 to the left,  improve=1.5, (0 missing)
      c10 < 4629.789 to the right, improve=1.5, (0 missing)
      c13 < 4281.511 to the right, improve=1.5, (0 missing)
      c15 < 4601.729 to the right, improve=1.5, (0 missing)

Node number 1862792: 16 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.125  P(node) =0.001528906
    class counts:    14     2
   probabilities: 0.875 0.125 
  left son=3725584 (15 obs) right son=3725585 (1 obs)
  Primary splits:
      c6  < 4352.03  to the left,  improve=1.6333330, (0 missing)
      c11 < 4216.622 to the left,  improve=1.6333330, (0 missing)
      c16 < 4358.453 to the left,  improve=1.5000000, (0 missing)
      c4  < 4619.686 to the left,  improve=1.1000000, (0 missing)
      c2  < 4259.976 to the right, improve=0.8333333, (0 missing)

Node number 1862793: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 1862800: 19 observations,    complexity param=0.0001063603
  predicted class=closed  expected loss=0.05263158  P(node) =0.001815576
    class counts:    18     1
   probabilities: 0.947 0.053 
  left son=3725600 (17 obs) right son=3725601 (2 obs)
  Primary splits:
      c1  < 4305.194 to the left,  improve=0.8947368, (0 missing)
      c3  < 4012.671 to the left,  improve=0.3947368, (0 missing)
      c13 < 4272.488 to the right, improve=0.3947368, (0 missing)
      c9  < 4208.257 to the left,  improve=0.2947368, (0 missing)
      c16 < 4351.087 to the right, improve=0.2947368, (0 missing)

Node number 1862801: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 1862802: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 1862803: 3 observations
  predicted class=open    expected loss=0  P(node) =0.0002866699
    class counts:     0     3
   probabilities: 0.000 1.000 

Node number 1862810: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 1862811: 3 observations
  predicted class=open    expected loss=0  P(node) =0.0002866699
    class counts:     0     3
   probabilities: 0.000 1.000 

Node number 1862812: 3 observations
  predicted class=closed  expected loss=0  P(node) =0.0002866699
    class counts:     3     0
   probabilities: 1.000 0.000 

Node number 1862813: 3 observations
  predicted class=open    expected loss=0  P(node) =0.0002866699
    class counts:     0     3
   probabilities: 0.000 1.000 

Node number 1862814: 4 observations,    complexity param=0.0001063603
  predicted class=open    expected loss=0.25  P(node) =0.0003822265
    class counts:     1     3
   probabilities: 0.250 0.750 
  left son=3725628 (1 obs) right son=3725629 (3 obs)
  Primary splits:
      c1  < 4301.582 to the left,  improve=1.5, (0 missing)
      c2  < 4265.475 to the right, improve=1.5, (0 missing)
      c7  < 4229.644 to the left,  improve=1.5, (0 missing)
      c8  < 4062.375 to the left,  improve=1.5, (0 missing)
      c10 < 4612.296 to the right, improve=1.5, (0 missing)

Node number 1862815: 16 observations
  predicted class=open    expected loss=0  P(node) =0.001528906
    class counts:     0    16
   probabilities: 0.000 1.000 

Node number 1863182: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 1863183: 10 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.1  P(node) =0.0009555662
    class counts:     1     9
   probabilities: 0.100 0.900 
  left son=3726366 (1 obs) right son=3726367 (9 obs)
  Primary splits:
      c9  < 4212.959 to the right, improve=1.8000000, (0 missing)
      c8  < 4071.742 to the right, improve=0.4666667, (0 missing)
      c11 < 4189.571 to the left,  improve=0.4666667, (0 missing)
      c15 < 4596.715 to the right, improve=0.4666667, (0 missing)
      c1  < 4273.274 to the left,  improve=0.3000000, (0 missing)

Node number 1863334: 3 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.3333333  P(node) =0.0002866699
    class counts:     2     1
   probabilities: 0.667 0.333 
  left son=3726668 (2 obs) right son=3726669 (1 obs)
  Primary splits:
      c1 < 4281.641 to the left,  improve=1.333333, (0 missing)
      c3 < 4009.823 to the left,  improve=1.333333, (0 missing)
      c4 < 4619.274 to the right, improve=1.333333, (0 missing)
      c5 < 4120.344 to the right, improve=1.333333, (0 missing)
      c6 < 4335.936 to the right, improve=1.333333, (0 missing)

Node number 1863335: 5 observations
  predicted class=open    expected loss=0  P(node) =0.0004777831
    class counts:     0     5
   probabilities: 0.000 1.000 

Node number 1863668: 4 observations
  predicted class=closed  expected loss=0  P(node) =0.0003822265
    class counts:     4     0
   probabilities: 1.000 0.000 

Node number 1863669: 2 observations
  predicted class=open    expected loss=0  P(node) =0.0001911132
    class counts:     0     2
   probabilities: 0.000 1.000 

Node number 1863676: 3 observations
  predicted class=closed  expected loss=0  P(node) =0.0002866699
    class counts:     3     0
   probabilities: 1.000 0.000 

Node number 1863677: 5 observations
  predicted class=open    expected loss=0  P(node) =0.0004777831
    class counts:     0     5
   probabilities: 0.000 1.000 

Node number 1863678: 120 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.1166667  P(node) =0.01146679
    class counts:    14   106
   probabilities: 0.117 0.883 
  left son=3727356 (2 obs) right son=3727357 (118 obs)
  Primary splits:
      c9  < 4180.307 to the left,  improve=3.174011, (0 missing)
      c8  < 4080.629 to the right, improve=1.833064, (0 missing)
      c7  < 4227.856 to the right, improve=1.699841, (0 missing)
      c11 < 4204.067 to the right, improve=1.573669, (0 missing)
      c3  < 3994.507 to the right, improve=1.265670, (0 missing)

Node number 1863679: 100 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.01  P(node) =0.009555662
    class counts:     1    99
   probabilities: 0.010 0.990 
  left son=3727358 (1 obs) right son=3727359 (99 obs)
  Primary splits:
      c15 < 4583.385 to the left,  improve=1.9800000, (0 missing)
      c4  < 4615.469 to the left,  improve=0.6466667, (0 missing)
      c10 < 4628.775 to the right, improve=0.3133333, (0 missing)
      c3  < 3974.436 to the left,  improve=0.2300000, (0 missing)
      c8  < 4058.493 to the left,  improve=0.1466667, (0 missing)

Node number 1965982: 2 observations,    complexity param=0.0001063603
  predicted class=closed  expected loss=0.5  P(node) =0.0001911132
    class counts:     1     1
   probabilities: 0.500 0.500 
  left son=3931964 (1 obs) right son=3931965 (1 obs)
  Primary splits:
      c1 < 4266.208 to the right, improve=1, (0 missing)
      c2 < 4249.916 to the right, improve=1, (0 missing)
      c3 < 3997.349 to the right, improve=1, (0 missing)
      c4 < 4617.557 to the left,  improve=1, (0 missing)
      c5 < 4086.093 to the right, improve=1, (0 missing)

Node number 1965983: 35 observations
  predicted class=open    expected loss=0  P(node) =0.003344482
    class counts:     0    35
   probabilities: 0.000 1.000 

Node number 1966012: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 1966013: 2 observations
  predicted class=open    expected loss=0  P(node) =0.0001911132
    class counts:     0     2
   probabilities: 0.000 1.000 

Node number 2064124: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 2064125: 15 observations,    complexity param=0.0001276324
  predicted class=open    expected loss=0.06666667  P(node) =0.001433349
    class counts:     1    14
   probabilities: 0.067 0.933 
  left son=4128250 (1 obs) right son=4128251 (14 obs)
  Primary splits:
      c7  < 4224.205 to the left,  improve=1.8666670, (0 missing)
      c9  < 4197.572 to the left,  improve=1.8666670, (0 missing)
      c12 < 4243.283 to the right, improve=0.8666667, (0 missing)
      c5  < 4117.229 to the right, improve=0.5333333, (0 missing)
      c6  < 4352.529 to the right, improve=0.5333333, (0 missing)

Node number 2982040: 19 observations
  predicted class=closed  expected loss=0  P(node) =0.001815576
    class counts:    19     0
   probabilities: 1.000 0.000 

Node number 2982041: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 2982042: 74 observations,    complexity param=0.0004963483
  predicted class=closed  expected loss=0.3243243  P(node) =0.00707119
    class counts:    50    24
   probabilities: 0.676 0.324 
  left son=5964084 (59 obs) right son=5964085 (15 obs)
  Primary splits:
      c16 < 4381.389 to the left,  improve=4.409834, (0 missing)
      c15 < 4609.385 to the left,  improve=4.249203, (0 missing)
      c5  < 4132.267 to the right, improve=4.025600, (0 missing)
      c8  < 4080.408 to the left,  improve=3.925306, (0 missing)
      c12 < 4241.245 to the left,  improve=2.859551, (0 missing)
  Surrogate splits:
      c9  < 4179.998 to the right, agree=0.824, adj=0.133, (0 split)
      c12 < 4191.327 to the right, agree=0.824, adj=0.133, (0 split)
      c1  < 4333.509 to the left,  agree=0.811, adj=0.067, (0 split)
      c4  < 4630.992 to the left,  agree=0.811, adj=0.067, (0 split)
      c15 < 4628.777 to the left,  agree=0.811, adj=0.067, (0 split)

Node number 2982043: 11 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.1818182  P(node) =0.001051123
    class counts:     2     9
   probabilities: 0.182 0.818 
  left son=5964086 (1 obs) right son=5964087 (10 obs)
  Primary splits:
      c4  < 4618.111 to the left,  improve=1.472727, (0 missing)
      c5  < 4123.738 to the left,  improve=1.472727, (0 missing)
      c12 < 4196.674 to the left,  improve=1.472727, (0 missing)
      c13 < 4291.518 to the right, improve=1.472727, (0 missing)
      c2  < 4277.986 to the right, improve=1.272727, (0 missing)

Node number 3719250: 2 observations
  predicted class=closed  expected loss=0  P(node) =0.0001911132
    class counts:     2     0
   probabilities: 1.000 0.000 

Node number 3719251: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 3719256: 24 observations
  predicted class=closed  expected loss=0  P(node) =0.002293359
    class counts:    24     0
   probabilities: 1.000 0.000 

Node number 3719257: 3 observations,    complexity param=0.0001063603
  predicted class=closed  expected loss=0.3333333  P(node) =0.0002866699
    class counts:     2     1
   probabilities: 0.667 0.333 
  left son=7438514 (2 obs) right son=7438515 (1 obs)
  Primary splits:
      c1 < 4270.58  to the left,  improve=1.333333, (0 missing)
      c2 < 4245.73  to the right, improve=1.333333, (0 missing)
      c3 < 3976.822 to the right, improve=1.333333, (0 missing)
      c5 < 4103.762 to the left,  improve=1.333333, (0 missing)
      c6 < 4325.919 to the right, improve=1.333333, (0 missing)

Node number 3719258: 6 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.1666667  P(node) =0.0005733397
    class counts:     5     1
   probabilities: 0.833 0.167 
  left son=7438516 (5 obs) right son=7438517 (1 obs)
  Primary splits:
      c3  < 3983.013 to the left,  improve=1.666667, (0 missing)
      c5  < 4095.614 to the left,  improve=1.666667, (0 missing)
      c11 < 4179.811 to the right, improve=1.666667, (0 missing)
      c13 < 4258.966 to the right, improve=1.666667, (0 missing)
      c15 < 4584.686 to the right, improve=1.666667, (0 missing)

Node number 3719259: 4 observations
  predicted class=open    expected loss=0  P(node) =0.0003822265
    class counts:     0     4
   probabilities: 0.000 1.000 

Node number 3719260: 13 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.07692308  P(node) =0.001242236
    class counts:    12     1
   probabilities: 0.923 0.077 
  left son=7438520 (12 obs) right son=7438521 (1 obs)
  Primary splits:
      c11 < 4197.402 to the left,  improve=1.8461540, (0 missing)
      c6  < 4316.482 to the right, improve=0.8461538, (0 missing)
      c8  < 4074.461 to the left,  improve=0.8461538, (0 missing)
      c13 < 4272.576 to the left,  improve=0.8461538, (0 missing)
      c3  < 3975.492 to the right, improve=0.5128205, (0 missing)

Node number 3719261: 2 observations
  predicted class=open    expected loss=0  P(node) =0.0001911132
    class counts:     0     2
   probabilities: 0.000 1.000 

Node number 3719262: 7 observations,    complexity param=0.000319081
  predicted class=closed  expected loss=0.4285714  P(node) =0.0006688963
    class counts:     4     3
   probabilities: 0.571 0.429 
  left son=7438524 (3 obs) right son=7438525 (4 obs)
  Primary splits:
      c2  < 4242.417 to the left,  improve=1.928571, (0 missing)
      c7  < 4228.669 to the right, improve=1.928571, (0 missing)
      c9  < 4199.373 to the left,  improve=1.928571, (0 missing)
      c8  < 4076.914 to the left,  improve=1.828571, (0 missing)
      c12 < 4223.212 to the right, improve=1.828571, (0 missing)
  Surrogate splits:
      c7 < 4228.669 to the right, agree=1.000, adj=1.000, (0 split)
      c1 < 4269.727 to the left,  agree=0.857, adj=0.667, (0 split)
      c3 < 3973.214 to the left,  agree=0.857, adj=0.667, (0 split)
      c4 < 4605.406 to the left,  agree=0.857, adj=0.667, (0 split)
      c8 < 4070.067 to the left,  agree=0.857, adj=0.667, (0 split)

Node number 3719263: 9 observations
  predicted class=open    expected loss=0  P(node) =0.0008600096
    class counts:     0     9
   probabilities: 0.000 1.000 

Node number 3720124: 2 observations
  predicted class=closed  expected loss=0  P(node) =0.0001911132
    class counts:     2     0
   probabilities: 1.000 0.000 

Node number 3720125: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 3720126: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 3720127: 27 observations
  predicted class=open    expected loss=0  P(node) =0.002580029
    class counts:     0    27
   probabilities: 0.000 1.000 

Node number 3721604: 21 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.1904762  P(node) =0.002006689
    class counts:    17     4
   probabilities: 0.810 0.190 
  left son=7443208 (18 obs) right son=7443209 (3 obs)
  Primary splits:
      c4  < 4609.826 to the right, improve=1.587302, (0 missing)
      c2  < 4264.236 to the right, improve=1.385281, (0 missing)
      c3  < 4017.043 to the left,  improve=1.376190, (0 missing)
      c7  < 4216.566 to the right, improve=1.376190, (0 missing)
      c12 < 4278.066 to the left,  improve=1.376190, (0 missing)
  Surrogate splits:
      c9 < 4202.895 to the right, agree=0.905, adj=0.333, (0 split)

Node number 3721605: 2 observations
  predicted class=open    expected loss=0  P(node) =0.0001911132
    class counts:     0     2
   probabilities: 0.000 1.000 

Node number 3721650: 7 observations,    complexity param=0.0004254414
  predicted class=closed  expected loss=0.2857143  P(node) =0.0006688963
    class counts:     5     2
   probabilities: 0.714 0.286 
  left son=7443300 (5 obs) right son=7443301 (2 obs)
  Primary splits:
      c6  < 4328.771 to the right, improve=2.857143, (0 missing)
      c7  < 4230.326 to the left,  improve=2.857143, (0 missing)
      c12 < 4245.027 to the left,  improve=2.857143, (0 missing)
      c15 < 4605.795 to the left,  improve=2.857143, (0 missing)
      c9  < 4191.366 to the left,  improve=1.523810, (0 missing)
  Surrogate splits:
      c7  < 4230.326 to the left,  agree=1.000, adj=1.0, (0 split)
      c12 < 4245.027 to the left,  agree=1.000, adj=1.0, (0 split)
      c15 < 4605.795 to the left,  agree=1.000, adj=1.0, (0 split)
      c9  < 4191.366 to the left,  agree=0.857, adj=0.5, (0 split)
      c13 < 4277.925 to the right, agree=0.857, adj=0.5, (0 split)

Node number 3721651: 5 observations
  predicted class=open    expected loss=0  P(node) =0.0004777831
    class counts:     0     5
   probabilities: 0.000 1.000 

Node number 3722234: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 3722235: 11 observations
  predicted class=open    expected loss=0  P(node) =0.001051123
    class counts:     0    11
   probabilities: 0.000 1.000 

Node number 3723132: 2 observations
  predicted class=closed  expected loss=0  P(node) =0.0001911132
    class counts:     2     0
   probabilities: 1.000 0.000 

Node number 3723133: 7 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.1428571  P(node) =0.0006688963
    class counts:     1     6
   probabilities: 0.143 0.857 
  left son=7446266 (1 obs) right son=7446267 (6 obs)
  Primary splits:
      c8  < 4070.532 to the left,  improve=1.7142860, (0 missing)
      c12 < 4216.842 to the right, improve=1.7142860, (0 missing)
      c15 < 4586.855 to the left,  improve=1.7142860, (0 missing)
      c4  < 4605.433 to the left,  improve=0.7142857, (0 missing)
      c9  < 4179.599 to the left,  improve=0.7142857, (0 missing)

Node number 3723134: 2 observations,    complexity param=0.0001063603
  predicted class=closed  expected loss=0.5  P(node) =0.0001911132
    class counts:     1     1
   probabilities: 0.500 0.500 
  left son=7446268 (1 obs) right son=7446269 (1 obs)
  Primary splits:
      c1 < 4301.102 to the left,  improve=1, (0 missing)
      c2 < 4251.3   to the left,  improve=1, (0 missing)
      c3 < 4017.613 to the left,  improve=1, (0 missing)
      c4 < 4610.406 to the right, improve=1, (0 missing)
      c5 < 4123.238 to the right, improve=1, (0 missing)

Node number 3723135: 30 observations
  predicted class=open    expected loss=0  P(node) =0.002866699
    class counts:     0    30
   probabilities: 0.000 1.000 

Node number 3723234: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 3723235: 3 observations
  predicted class=open    expected loss=0  P(node) =0.0002866699
    class counts:     0     3
   probabilities: 0.000 1.000 

Node number 3723238: 2 observations,    complexity param=0.0001063603
  predicted class=closed  expected loss=0.5  P(node) =0.0001911132
    class counts:     1     1
   probabilities: 0.500 0.500 
  left son=7446476 (1 obs) right son=7446477 (1 obs)
  Primary splits:
      c1 < 4283.241 to the right, improve=1, (0 missing)
      c2 < 4258.702 to the left,  improve=1, (0 missing)
      c3 < 4005.247 to the right, improve=1, (0 missing)
      c4 < 4613.929 to the left,  improve=1, (0 missing)
      c5 < 4121.535 to the right, improve=1, (0 missing)

Node number 3723239: 13 observations
  predicted class=open    expected loss=0  P(node) =0.001242236
    class counts:     0    13
   probabilities: 0.000 1.000 

Node number 3723240: 9 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.2222222  P(node) =0.0008600096
    class counts:     7     2
   probabilities: 0.778 0.222 
  left son=7446480 (6 obs) right son=7446481 (3 obs)
  Primary splits:
      c2  < 4257.944 to the right, improve=1.777778, (0 missing)
      c6  < 4334.679 to the left,  improve=1.777778, (0 missing)
      c13 < 4273.563 to the right, improve=1.777778, (0 missing)
      c16 < 4352.508 to the right, improve=1.777778, (0 missing)
      c1  < 4284.777 to the right, improve=1.361111, (0 missing)
  Surrogate splits:
      c6  < 4334.679 to the left,  agree=1.000, adj=1.000, (0 split)
      c1  < 4288.24  to the right, agree=0.889, adj=0.667, (0 split)
      c15 < 4604.025 to the left,  agree=0.889, adj=0.667, (0 split)
      c3  < 3998.68  to the left,  agree=0.778, adj=0.333, (0 split)
      c7  < 4219.198 to the right, agree=0.778, adj=0.333, (0 split)

Node number 3723241: 3 observations
  predicted class=open    expected loss=0  P(node) =0.0002866699
    class counts:     0     3
   probabilities: 0.000 1.000 

Node number 3723242: 6 observations,    complexity param=0.000319081
  predicted class=closed  expected loss=0.5  P(node) =0.0005733397
    class counts:     3     3
   probabilities: 0.500 0.500 
  left son=7446484 (3 obs) right son=7446485 (3 obs)
  Primary splits:
      c2 < 4258.957 to the left,  improve=3.0, (0 missing)
      c3 < 3986.447 to the left,  improve=3.0, (0 missing)
      c1 < 4281.377 to the left,  improve=1.5, (0 missing)
      c4 < 4607.411 to the right, improve=1.5, (0 missing)
      c5 < 4114.581 to the right, improve=1.5, (0 missing)
  Surrogate splits:
      c3 < 3986.447 to the left,  agree=1.000, adj=1.000, (0 split)
      c1 < 4281.377 to the left,  agree=0.833, adj=0.667, (0 split)
      c4 < 4607.411 to the right, agree=0.833, adj=0.667, (0 split)
      c5 < 4114.581 to the right, agree=0.833, adj=0.667, (0 split)
      c7 < 4224.054 to the right, agree=0.833, adj=0.667, (0 split)

Node number 3723243: 21 observations
  predicted class=open    expected loss=0  P(node) =0.002006689
    class counts:     0    21
   probabilities: 0.000 1.000 

Node number 3723246: 14 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.2142857  P(node) =0.001337793
    class counts:     3    11
   probabilities: 0.214 0.786 
  left son=7446492 (4 obs) right son=7446493 (10 obs)
  Primary splits:
      c15 < 4609.265 to the right, improve=3.214286, (0 missing)
      c7  < 4222.054 to the right, improve=1.714286, (0 missing)
      c10 < 4610.814 to the left,  improve=1.714286, (0 missing)
      c8  < 4081.452 to the right, improve=1.562771, (0 missing)
      c12 < 4226.319 to the left,  improve=1.562771, (0 missing)
  Surrogate splits:
      c3  < 4021.994 to the right, agree=0.786, adj=0.25, (0 split)
      c4  < 4611.74  to the right, agree=0.786, adj=0.25, (0 split)
      c8  < 4073.153 to the right, agree=0.786, adj=0.25, (0 split)
      c12 < 4226.319 to the left,  agree=0.786, adj=0.25, (0 split)

Node number 3723247: 42 observations
  predicted class=open    expected loss=0  P(node) =0.004013378
    class counts:     0    42
   probabilities: 0.000 1.000 

Node number 3725328: 26 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.07692308  P(node) =0.002484472
    class counts:    24     2
   probabilities: 0.923 0.077 
  left son=7450656 (22 obs) right son=7450657 (4 obs)
  Primary splits:
      c6  < 4344.032 to the left,  improve=1.6923080, (0 missing)
      c12 < 4224.177 to the left,  improve=0.7756410, (0 missing)
      c4  < 4619.409 to the left,  improve=0.5811966, (0 missing)
      c8  < 4058.07  to the right, improve=0.4459309, (0 missing)
      c10 < 4614.812 to the right, improve=0.4195804, (0 missing)
  Surrogate splits:
      c7 < 4224.49  to the right, agree=0.885, adj=0.25, (0 split)

Node number 3725329: 7 observations,    complexity param=0.0002836276
  predicted class=closed  expected loss=0.4285714  P(node) =0.0006688963
    class counts:     4     3
   probabilities: 0.571 0.429 
  left son=7450658 (4 obs) right son=7450659 (3 obs)
  Primary splits:
      c4  < 4620.116 to the right, improve=3.428571, (0 missing)
      c2  < 4248.921 to the left,  improve=1.928571, (0 missing)
      c9  < 4189.462 to the left,  improve=1.928571, (0 missing)
      c10 < 4606.189 to the left,  improve=1.928571, (0 missing)
      c3  < 4009.25  to the right, improve=1.828571, (0 missing)
  Surrogate splits:
      c2 < 4248.921 to the left,  agree=0.857, adj=0.667, (0 split)
      c3 < 4009.25  to the right, agree=0.857, adj=0.667, (0 split)
      c6 < 4329.348 to the right, agree=0.857, adj=0.667, (0 split)
      c8 < 4068.884 to the right, agree=0.857, adj=0.667, (0 split)
      c9 < 4189.462 to the left,  agree=0.857, adj=0.667, (0 split)

Node number 3725336: 9 observations
  predicted class=closed  expected loss=0  P(node) =0.0008600096
    class counts:     9     0
   probabilities: 1.000 0.000 

Node number 3725337: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 3725338: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 3725339: 3 observations
  predicted class=open    expected loss=0  P(node) =0.0002866699
    class counts:     0     3
   probabilities: 0.000 1.000 

Node number 3725584: 15 observations,    complexity param=0.0001063603
  predicted class=closed  expected loss=0.06666667  P(node) =0.001433349
    class counts:    14     1
   probabilities: 0.933 0.067 
  left son=7451168 (13 obs) right son=7451169 (2 obs)
  Primary splits:
      c4  < 4621.284 to the left,  improve=0.8666667, (0 missing)
      c11 < 4180.695 to the right, improve=0.5333333, (0 missing)
      c16 < 4358.913 to the left,  improve=0.5333333, (0 missing)
      c7  < 4222.748 to the right, improve=0.3666667, (0 missing)
      c2  < 4257.821 to the right, improve=0.2666667, (0 missing)

Node number 3725585: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 3725600: 17 observations
  predicted class=closed  expected loss=0  P(node) =0.001624462
    class counts:    17     0
   probabilities: 1.000 0.000 

Node number 3725601: 2 observations,    complexity param=0.0001063603
  predicted class=closed  expected loss=0.5  P(node) =0.0001911132
    class counts:     1     1
   probabilities: 0.500 0.500 
  left son=7451202 (1 obs) right son=7451203 (1 obs)
  Primary splits:
      c1 < 4309.48  to the right, improve=1, (0 missing)
      c2 < 4267.864 to the right, improve=1, (0 missing)
      c3 < 4004.493 to the left,  improve=1, (0 missing)
      c4 < 4617.256 to the left,  improve=1, (0 missing)
      c5 < 4118.68  to the right, improve=1, (0 missing)

Node number 3725628: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 3725629: 3 observations
  predicted class=open    expected loss=0  P(node) =0.0002866699
    class counts:     0     3
   probabilities: 0.000 1.000 

Node number 3726366: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 3726367: 9 observations
  predicted class=open    expected loss=0  P(node) =0.0008600096
    class counts:     0     9
   probabilities: 0.000 1.000 

Node number 3726668: 2 observations
  predicted class=closed  expected loss=0  P(node) =0.0001911132
    class counts:     2     0
   probabilities: 1.000 0.000 

Node number 3726669: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 3727356: 2 observations
  predicted class=closed  expected loss=0  P(node) =0.0001911132
    class counts:     2     0
   probabilities: 1.000 0.000 

Node number 3727357: 118 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.1016949  P(node) =0.01127568
    class counts:    12   106
   probabilities: 0.102 0.898 
  left son=7454714 (1 obs) right son=7454715 (117 obs)
  Primary splits:
      c11 < 4204.067 to the right, improve=1.627698, (0 missing)
      c7  < 4227.856 to the right, improve=1.566764, (0 missing)
      c13 < 4272.404 to the right, improve=1.322670, (0 missing)
      c8  < 4083.194 to the right, improve=1.282049, (0 missing)
      c16 < 4353.091 to the right, improve=1.239908, (0 missing)

Node number 3727358: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 3727359: 99 observations
  predicted class=open    expected loss=0  P(node) =0.009460105
    class counts:     0    99
   probabilities: 0.000 1.000 

Node number 3931964: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 3931965: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 4128250: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 4128251: 14 observations
  predicted class=open    expected loss=0  P(node) =0.001337793
    class counts:     0    14
   probabilities: 0.000 1.000 

Node number 5964084: 59 observations,    complexity param=0.0004963483
  predicted class=closed  expected loss=0.2372881  P(node) =0.00563784
    class counts:    45    14
   probabilities: 0.763 0.237 
  left son=11928168 (38 obs) right son=11928169 (21 obs)
  Primary splits:
      c5  < 4131.993 to the right, improve=3.721847, (0 missing)
      c8  < 4080.408 to the left,  improve=3.311706, (0 missing)
      c15 < 4612.42  to the left,  improve=2.931969, (0 missing)
      c11 < 4197.149 to the right, improve=2.782403, (0 missing)
      c12 < 4199.953 to the right, improve=2.408564, (0 missing)
  Surrogate splits:
      c11 < 4219.038 to the left,  agree=0.712, adj=0.190, (0 split)
      c9  < 4209.739 to the left,  agree=0.695, adj=0.143, (0 split)
      c13 < 4294.369 to the left,  agree=0.695, adj=0.143, (0 split)
      c2  < 4269.888 to the right, agree=0.678, adj=0.095, (0 split)
      c3  < 4019.448 to the right, agree=0.678, adj=0.095, (0 split)

Node number 5964085: 15 observations,    complexity param=0.0004963483
  predicted class=open    expected loss=0.3333333  P(node) =0.001433349
    class counts:     5    10
   probabilities: 0.333 0.667 
  left son=11928170 (4 obs) right son=11928171 (11 obs)
  Primary splits:
      c13 < 4279.7   to the left,  improve=4.848485, (0 missing)
      c7  < 4241.375 to the left,  improve=3.809524, (0 missing)
      c9  < 4194.724 to the left,  improve=3.333333, (0 missing)
      c12 < 4240.787 to the left,  improve=2.222222, (0 missing)
      c1  < 4305.962 to the left,  improve=2.051282, (0 missing)
  Surrogate splits:
      c1  < 4305.962 to the left,  agree=0.867, adj=0.5, (0 split)
      c4  < 4622.835 to the left,  agree=0.867, adj=0.5, (0 split)
      c5  < 4139.72  to the right, agree=0.867, adj=0.5, (0 split)
      c7  < 4232.145 to the left,  agree=0.867, adj=0.5, (0 split)
      c15 < 4602.38  to the left,  agree=0.867, adj=0.5, (0 split)

Node number 5964086: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 5964087: 10 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.1  P(node) =0.0009555662
    class counts:     1     9
   probabilities: 0.100 0.900 
  left son=11928174 (1 obs) right son=11928175 (9 obs)
  Primary splits:
      c12 < 4196.674 to the left,  improve=1.8, (0 missing)
      c13 < 4291.518 to the right, improve=1.8, (0 missing)
      c1  < 4323.987 to the right, improve=0.8, (0 missing)
      c9  < 4194.36  to the left,  improve=0.8, (0 missing)
      c15 < 4627.309 to the right, improve=0.8, (0 missing)

Node number 7438514: 2 observations
  predicted class=closed  expected loss=0  P(node) =0.0001911132
    class counts:     2     0
   probabilities: 1.000 0.000 

Node number 7438515: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 7438516: 5 observations
  predicted class=closed  expected loss=0  P(node) =0.0004777831
    class counts:     5     0
   probabilities: 1.000 0.000 

Node number 7438517: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 7438520: 12 observations
  predicted class=closed  expected loss=0  P(node) =0.001146679
    class counts:    12     0
   probabilities: 1.000 0.000 

Node number 7438521: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 7438524: 3 observations
  predicted class=closed  expected loss=0  P(node) =0.0002866699
    class counts:     3     0
   probabilities: 1.000 0.000 

Node number 7438525: 4 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.25  P(node) =0.0003822265
    class counts:     1     3
   probabilities: 0.250 0.750 
  left son=14877050 (1 obs) right son=14877051 (3 obs)
  Primary splits:
      c1  < 4277.653 to the right, improve=1.5, (0 missing)
      c2  < 4249.213 to the right, improve=1.5, (0 missing)
      c4  < 4613.225 to the right, improve=1.5, (0 missing)
      c9  < 4199.373 to the left,  improve=1.5, (0 missing)
      c10 < 4603.413 to the left,  improve=1.5, (0 missing)

Node number 7443208: 18 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.1111111  P(node) =0.001720019
    class counts:    16     2
   probabilities: 0.889 0.111 
  left son=14886416 (17 obs) right son=14886417 (1 obs)
  Primary splits:
      c2  < 4254.77  to the right, improve=1.673203, (0 missing)
      c3  < 4017.043 to the left,  improve=1.673203, (0 missing)
      c12 < 4278.066 to the left,  improve=1.673203, (0 missing)
      c15 < 4583.93  to the right, improve=1.673203, (0 missing)
      c7  < 4242.202 to the left,  improve=1.155556, (0 missing)

Node number 7443209: 3 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.3333333  P(node) =0.0002866699
    class counts:     1     2
   probabilities: 0.333 0.667 
  left son=14886418 (1 obs) right son=14886419 (2 obs)
  Primary splits:
      c2 < 4253.918 to the left,  improve=1.333333, (0 missing)
      c3 < 4008.198 to the right, improve=1.333333, (0 missing)
      c4 < 4608.855 to the left,  improve=1.333333, (0 missing)
      c8 < 4057.039 to the left,  improve=1.333333, (0 missing)
      c9 < 4201.5   to the left,  improve=1.333333, (0 missing)

Node number 7443300: 5 observations
  predicted class=closed  expected loss=0  P(node) =0.0004777831
    class counts:     5     0
   probabilities: 1.000 0.000 

Node number 7443301: 2 observations
  predicted class=open    expected loss=0  P(node) =0.0001911132
    class counts:     0     2
   probabilities: 0.000 1.000 

Node number 7446266: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 7446267: 6 observations
  predicted class=open    expected loss=0  P(node) =0.0005733397
    class counts:     0     6
   probabilities: 0.000 1.000 

Node number 7446268: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 7446269: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 7446476: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 7446477: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 7446480: 6 observations
  predicted class=closed  expected loss=0  P(node) =0.0005733397
    class counts:     6     0
   probabilities: 1.000 0.000 

Node number 7446481: 3 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.3333333  P(node) =0.0002866699
    class counts:     1     2
   probabilities: 0.333 0.667 
  left son=14892962 (1 obs) right son=14892963 (2 obs)
  Primary splits:
      c3  < 3999.251 to the right, improve=1.333333, (0 missing)
      c4  < 4611.334 to the right, improve=1.333333, (0 missing)
      c8  < 4076.734 to the left,  improve=1.333333, (0 missing)
      c10 < 4605.157 to the left,  improve=1.333333, (0 missing)
      c11 < 4198.206 to the right, improve=1.333333, (0 missing)

Node number 7446484: 3 observations
  predicted class=closed  expected loss=0  P(node) =0.0002866699
    class counts:     3     0
   probabilities: 1.000 0.000 

Node number 7446485: 3 observations
  predicted class=open    expected loss=0  P(node) =0.0002866699
    class counts:     0     3
   probabilities: 0.000 1.000 

Node number 7446492: 4 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.25  P(node) =0.0003822265
    class counts:     3     1
   probabilities: 0.750 0.250 
  left son=14892984 (3 obs) right son=14892985 (1 obs)
  Primary splits:
      c3  < 4022.642 to the left,  improve=1.5, (0 missing)
      c6  < 4336.289 to the right, improve=1.5, (0 missing)
      c7  < 4215.718 to the right, improve=1.5, (0 missing)
      c10 < 4617.84  to the left,  improve=1.5, (0 missing)
      c11 < 4197.576 to the right, improve=1.5, (0 missing)

Node number 7446493: 10 observations
  predicted class=open    expected loss=0  P(node) =0.0009555662
    class counts:     0    10
   probabilities: 0.000 1.000 

Node number 7450656: 22 observations
  predicted class=closed  expected loss=0  P(node) =0.002102246
    class counts:    22     0
   probabilities: 1.000 0.000 

Node number 7450657: 4 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.5  P(node) =0.0003822265
    class counts:     2     2
   probabilities: 0.500 0.500 
  left son=14901314 (2 obs) right son=14901315 (2 obs)
  Primary splits:
      c7  < 4227.594 to the left,  improve=2.0000000, (0 missing)
      c12 < 4216.45  to the left,  improve=2.0000000, (0 missing)
      c13 < 4272.298 to the left,  improve=2.0000000, (0 missing)
      c16 < 4351.899 to the right, improve=2.0000000, (0 missing)
      c1  < 4291.464 to the left,  improve=0.6666667, (0 missing)
  Surrogate splits:
      c12 < 4216.45  to the left,  agree=1, adj=1, (0 split)
      c13 < 4272.298 to the left,  agree=1, adj=1, (0 split)
      c16 < 4351.899 to the right, agree=1, adj=1, (0 split)

Node number 7450658: 4 observations
  predicted class=closed  expected loss=0  P(node) =0.0003822265
    class counts:     4     0
   probabilities: 1.000 0.000 

Node number 7450659: 3 observations
  predicted class=open    expected loss=0  P(node) =0.0002866699
    class counts:     0     3
   probabilities: 0.000 1.000 

Node number 7451168: 13 observations
  predicted class=closed  expected loss=0  P(node) =0.001242236
    class counts:    13     0
   probabilities: 1.000 0.000 

Node number 7451169: 2 observations,    complexity param=0.0001063603
  predicted class=closed  expected loss=0.5  P(node) =0.0001911132
    class counts:     1     1
   probabilities: 0.500 0.500 
  left son=14902338 (1 obs) right son=14902339 (1 obs)
  Primary splits:
      c1 < 4302.281 to the right, improve=1, (0 missing)
      c2 < 4254.563 to the left,  improve=1, (0 missing)
      c3 < 3989.992 to the left,  improve=1, (0 missing)
      c4 < 4621.428 to the right, improve=1, (0 missing)
      c5 < 4110.713 to the left,  improve=1, (0 missing)

Node number 7451202: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 7451203: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 7454714: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 7454715: 117 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.09401709  P(node) =0.01118012
    class counts:    11   106
   probabilities: 0.094 0.906 
  left son=14909430 (8 obs) right son=14909431 (109 obs)
  Primary splits:
      c8  < 4083.194 to the right, improve=1.3559360, (0 missing)
      c16 < 4353.091 to the right, improve=1.3354700, (0 missing)
      c7  < 4227.856 to the right, improve=1.2192430, (0 missing)
      c13 < 4272.446 to the right, improve=1.0586080, (0 missing)
      c4  < 4616.54  to the left,  improve=0.9622459, (0 missing)

Node number 11928168: 38 observations,    complexity param=0.000319081
  predicted class=closed  expected loss=0.1052632  P(node) =0.003631151
    class counts:    34     4
   probabilities: 0.895 0.105 
  left son=23856336 (32 obs) right son=23856337 (6 obs)
  Primary splits:
      c13 < 4290.691 to the left,  improve=2.220395, (0 missing)
      c5  < 4157.352 to the left,  improve=2.053133, (0 missing)
      c4  < 4618.065 to the right, improve=2.053133, (0 missing)
      c3  < 4004.538 to the right, improve=1.644381, (0 missing)
      c8  < 4068.64  to the right, improve=1.644381, (0 missing)
  Surrogate splits:
      c11 < 4217.78  to the left,  agree=0.921, adj=0.500, (0 split)
      c1  < 4330.727 to the left,  agree=0.868, adj=0.167, (0 split)

Node number 11928169: 21 observations,    complexity param=0.0004963483
  predicted class=closed  expected loss=0.4761905  P(node) =0.002006689
    class counts:    11    10
   probabilities: 0.524 0.476 
  left son=23856338 (9 obs) right son=23856339 (12 obs)
  Primary splits:
      c5  < 4125.865 to the left,  improve=4.198413, (0 missing)
      c3  < 4012.285 to the left,  improve=3.809524, (0 missing)
      c11 < 4198.43  to the right, improve=3.601190, (0 missing)
      c2  < 4269.297 to the left,  improve=2.333333, (0 missing)
      c4  < 4619.428 to the left,  improve=2.240896, (0 missing)
  Surrogate splits:
      c1  < 4297.016 to the left,  agree=0.714, adj=0.333, (0 split)
      c2  < 4275.508 to the right, agree=0.714, adj=0.333, (0 split)
      c10 < 4607.157 to the left,  agree=0.714, adj=0.333, (0 split)
      c12 < 4222.878 to the right, agree=0.714, adj=0.333, (0 split)
      c3  < 4008.419 to the left,  agree=0.667, adj=0.222, (0 split)

Node number 11928170: 4 observations
  predicted class=closed  expected loss=0  P(node) =0.0003822265
    class counts:     4     0
   probabilities: 1.000 0.000 

Node number 11928171: 11 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.09090909  P(node) =0.001051123
    class counts:     1    10
   probabilities: 0.091 0.909 
  left son=23856342 (1 obs) right son=23856343 (10 obs)
  Primary splits:
      c3  < 4005.356 to the left,  improve=1.8181820, (0 missing)
      c9  < 4187.558 to the left,  improve=1.8181820, (0 missing)
      c13 < 4294.64  to the right, improve=1.8181820, (0 missing)
      c15 < 4631.179 to the right, improve=1.8181820, (0 missing)
      c1  < 4327.04  to the right, improve=0.8181818, (0 missing)

Node number 11928174: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 11928175: 9 observations
  predicted class=open    expected loss=0  P(node) =0.0008600096
    class counts:     0     9
   probabilities: 0.000 1.000 

Node number 14877050: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 14877051: 3 observations
  predicted class=open    expected loss=0  P(node) =0.0002866699
    class counts:     0     3
   probabilities: 0.000 1.000 

Node number 14886416: 17 observations,    complexity param=0.0001063603
  predicted class=closed  expected loss=0.05882353  P(node) =0.001624462
    class counts:    16     1
   probabilities: 0.941 0.059 
  left son=29772832 (14 obs) right son=29772833 (3 obs)
  Primary splits:
      c5  < 4112.815 to the right, improve=0.5490196, (0 missing)
      c6  < 4330.65  to the right, improve=0.3823529, (0 missing)
      c7  < 4242.202 to the left,  improve=0.3823529, (0 missing)
      c8  < 4062.08  to the left,  improve=0.3823529, (0 missing)
      c15 < 4607.293 to the left,  improve=0.3823529, (0 missing)
  Surrogate splits:
      c8 < 4062.08  to the left,  agree=0.941, adj=0.667, (0 split)

Node number 14886417: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 14886418: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 14886419: 2 observations
  predicted class=open    expected loss=0  P(node) =0.0001911132
    class counts:     0     2
   probabilities: 0.000 1.000 

Node number 14892962: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 14892963: 2 observations
  predicted class=open    expected loss=0  P(node) =0.0001911132
    class counts:     0     2
   probabilities: 0.000 1.000 

Node number 14892984: 3 observations
  predicted class=closed  expected loss=0  P(node) =0.0002866699
    class counts:     3     0
   probabilities: 1.000 0.000 

Node number 14892985: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 14901314: 2 observations
  predicted class=closed  expected loss=0  P(node) =0.0001911132
    class counts:     2     0
   probabilities: 1.000 0.000 

Node number 14901315: 2 observations
  predicted class=open    expected loss=0  P(node) =0.0001911132
    class counts:     0     2
   probabilities: 0.000 1.000 

Node number 14902338: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 14902339: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 14909430: 8 observations,    complexity param=0.0002127207
  predicted class=open    expected loss=0.375  P(node) =0.0007644529
    class counts:     3     5
   probabilities: 0.375 0.625 
  left son=29818860 (4 obs) right son=29818861 (4 obs)
  Primary splits:
      c3  < 3996.895 to the right, improve=2.250000, (0 missing)
      c6  < 4336.476 to the right, improve=2.250000, (0 missing)
      c8  < 4084.174 to the left,  improve=2.250000, (0 missing)
      c4  < 4619.767 to the left,  improve=2.083333, (0 missing)
      c11 < 4201.961 to the right, improve=2.083333, (0 missing)
  Surrogate splits:
      c2  < 4259.165 to the left,  agree=0.875, adj=0.75, (0 split)
      c11 < 4198.812 to the right, agree=0.875, adj=0.75, (0 split)
      c13 < 4279.907 to the left,  agree=0.875, adj=0.75, (0 split)
      c1  < 4280.519 to the right, agree=0.750, adj=0.50, (0 split)
      c4  < 4619.767 to the left,  agree=0.750, adj=0.50, (0 split)

Node number 14909431: 109 observations,    complexity param=0.0001861306
  predicted class=open    expected loss=0.0733945  P(node) =0.01041567
    class counts:     8   101
   probabilities: 0.073 0.927 
  left son=29818862 (40 obs) right son=29818863 (69 obs)
  Primary splits:
      c7  < 4227.856 to the right, improve=1.3046740, (0 missing)
      c13 < 4272.446 to the right, improve=0.8590214, (0 missing)
      c16 < 4353.091 to the right, improve=0.8411520, (0 missing)
      c2  < 4276.41  to the right, improve=0.7415759, (0 missing)
      c5  < 4140.511 to the right, improve=0.7415759, (0 missing)
  Surrogate splits:
      c3  < 3968.929 to the left,  agree=0.661, adj=0.075, (0 split)
      c6  < 4322.402 to the left,  agree=0.661, adj=0.075, (0 split)
      c9  < 4217.405 to the right, agree=0.661, adj=0.075, (0 split)
      c10 < 4628.82  to the right, agree=0.661, adj=0.075, (0 split)
      c12 < 4243.026 to the right, agree=0.661, adj=0.075, (0 split)

Node number 23856336: 32 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.03125  P(node) =0.003057812
    class counts:    31     1
   probabilities: 0.969 0.031 
  left son=47712672 (31 obs) right son=47712673 (1 obs)
  Primary splits:
      c8 < 4068.64  to the right, improve=1.9375, (0 missing)
      c4 < 4618.065 to the right, improve=0.9375, (0 missing)
      c5 < 4159.604 to the left,  improve=0.9375, (0 missing)
      c1 < 4296.463 to the right, improve=0.4375, (0 missing)
      c6 < 4358.056 to the left,  improve=0.3375, (0 missing)

Node number 23856337: 6 observations,    complexity param=0.000319081
  predicted class=closed  expected loss=0.5  P(node) =0.0005733397
    class counts:     3     3
   probabilities: 0.500 0.500 
  left son=47712674 (3 obs) right son=47712675 (3 obs)
  Primary splits:
      c1  < 4311.526 to the right, improve=3.0, (0 missing)
      c9  < 4201.145 to the right, improve=3.0, (0 missing)
      c13 < 4293.17  to the right, improve=3.0, (0 missing)
      c16 < 4373.024 to the right, improve=3.0, (0 missing)
      c5  < 4145.261 to the left,  improve=1.5, (0 missing)
  Surrogate splits:
      c9  < 4201.145 to the right, agree=1.000, adj=1.000, (0 split)
      c13 < 4293.17  to the right, agree=1.000, adj=1.000, (0 split)
      c16 < 4373.024 to the right, agree=1.000, adj=1.000, (0 split)
      c5  < 4145.261 to the left,  agree=0.833, adj=0.667, (0 split)
      c10 < 4623.131 to the left,  agree=0.833, adj=0.667, (0 split)

Node number 23856338: 9 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.1111111  P(node) =0.0008600096
    class counts:     8     1
   probabilities: 0.889 0.111 
  left son=47712676 (8 obs) right son=47712677 (1 obs)
  Primary splits:
      c11 < 4196.909 to the right, improve=1.7777780, (0 missing)
      c15 < 4597.764 to the right, improve=1.7777780, (0 missing)
      c2  < 4281.833 to the left,  improve=0.7777778, (0 missing)
      c7  < 4229.332 to the right, improve=0.7777778, (0 missing)
      c8  < 4088.721 to the left,  improve=0.7777778, (0 missing)

Node number 23856339: 12 observations,    complexity param=0.0004963483
  predicted class=open    expected loss=0.25  P(node) =0.001146679
    class counts:     3     9
   probabilities: 0.250 0.750 
  left son=47712678 (3 obs) right son=47712679 (9 obs)
  Primary splits:
      c3  < 4012.285 to the left,  improve=4.5, (0 missing)
      c15 < 4612.42  to the left,  improve=3.0, (0 missing)
      c4  < 4619.428 to the left,  improve=2.7, (0 missing)
      c11 < 4214.421 to the right, improve=2.1, (0 missing)
      c10 < 4622.196 to the right, improve=1.5, (0 missing)
  Surrogate splits:
      c4  < 4619.428 to the left,  agree=0.917, adj=0.667, (0 split)
      c15 < 4612.42  to the left,  agree=0.917, adj=0.667, (0 split)
      c2  < 4268.907 to the left,  agree=0.833, adj=0.333, (0 split)
      c11 < 4214.421 to the right, agree=0.833, adj=0.333, (0 split)
      c16 < 4367.703 to the left,  agree=0.833, adj=0.333, (0 split)

Node number 23856342: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 23856343: 10 observations
  predicted class=open    expected loss=0  P(node) =0.0009555662
    class counts:     0    10
   probabilities: 0.000 1.000 

Node number 29772832: 14 observations
  predicted class=closed  expected loss=0  P(node) =0.001337793
    class counts:    14     0
   probabilities: 1.000 0.000 

Node number 29772833: 3 observations,    complexity param=0.0001063603
  predicted class=closed  expected loss=0.3333333  P(node) =0.0002866699
    class counts:     2     1
   probabilities: 0.667 0.333 
  left son=59545666 (2 obs) right son=59545667 (1 obs)
  Primary splits:
      c1 < 4288.803 to the left,  improve=1.333333, (0 missing)
      c3 < 3999.152 to the left,  improve=1.333333, (0 missing)
      c4 < 4612.326 to the left,  improve=1.333333, (0 missing)
      c5 < 4112.375 to the left,  improve=1.333333, (0 missing)
      c6 < 4335.92  to the right, improve=1.333333, (0 missing)

Node number 29818860: 4 observations,    complexity param=0.0002127207
  predicted class=closed  expected loss=0.25  P(node) =0.0003822265
    class counts:     3     1
   probabilities: 0.750 0.250 
  left son=59637720 (3 obs) right son=59637721 (1 obs)
  Primary splits:
      c1 < 4288.051 to the left,  improve=1.5, (0 missing)
      c2 < 4250.143 to the right, improve=1.5, (0 missing)
      c4 < 4622.344 to the left,  improve=1.5, (0 missing)
      c5 < 4099.764 to the right, improve=1.5, (0 missing)
      c6 < 4332.37  to the right, improve=1.5, (0 missing)

Node number 29818861: 4 observations
  predicted class=open    expected loss=0  P(node) =0.0003822265
    class counts:     0     4
   probabilities: 0.000 1.000 

Node number 29818862: 40 observations,    complexity param=0.0001861306
  predicted class=open    expected loss=0.175  P(node) =0.003822265
    class counts:     7    33
   probabilities: 0.175 0.825 
  left son=59637724 (3 obs) right son=59637725 (37 obs)
  Primary splits:
      c12 < 4209.134 to the left,  improve=1.568018, (0 missing)
      c5  < 4137.995 to the right, improve=1.396154, (0 missing)
      c7  < 4228.146 to the left,  improve=1.396154, (0 missing)
      c9  < 4187.999 to the left,  improve=1.396154, (0 missing)
      c10 < 4596.622 to the left,  improve=1.396154, (0 missing)

Node number 29818863: 69 observations,    complexity param=0.0001063603
  predicted class=open    expected loss=0.01449275  P(node) =0.006593407
    class counts:     1    68
   probabilities: 0.014 0.986 
  left son=59637726 (2 obs) right son=59637727 (67 obs)
  Primary splits:
      c2  < 4276.41  to the right, improve=0.9710145, (0 missing)
      c16 < 4353.091 to the right, improve=0.3043478, (0 missing)
      c8  < 4056.931 to the left,  improve=0.2210145, (0 missing)
      c3  < 4007.108 to the right, improve=0.1932367, (0 missing)
      c7  < 4215.574 to the left,  improve=0.1710145, (0 missing)

Node number 47712672: 31 observations
  predicted class=closed  expected loss=0  P(node) =0.002962255
    class counts:    31     0
   probabilities: 1.000 0.000 

Node number 47712673: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 47712674: 3 observations
  predicted class=closed  expected loss=0  P(node) =0.0002866699
    class counts:     3     0
   probabilities: 1.000 0.000 

Node number 47712675: 3 observations
  predicted class=open    expected loss=0  P(node) =0.0002866699
    class counts:     0     3
   probabilities: 0.000 1.000 

Node number 47712676: 8 observations
  predicted class=closed  expected loss=0  P(node) =0.0007644529
    class counts:     8     0
   probabilities: 1.000 0.000 

Node number 47712677: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 47712678: 3 observations
  predicted class=closed  expected loss=0  P(node) =0.0002866699
    class counts:     3     0
   probabilities: 1.000 0.000 

Node number 47712679: 9 observations
  predicted class=open    expected loss=0  P(node) =0.0008600096
    class counts:     0     9
   probabilities: 0.000 1.000 

Node number 59545666: 2 observations
  predicted class=closed  expected loss=0  P(node) =0.0001911132
    class counts:     2     0
   probabilities: 1.000 0.000 

Node number 59545667: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 59637720: 3 observations
  predicted class=closed  expected loss=0  P(node) =0.0002866699
    class counts:     3     0
   probabilities: 1.000 0.000 

Node number 59637721: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 59637724: 3 observations,    complexity param=0.0001861306
  predicted class=closed  expected loss=0.3333333  P(node) =0.0002866699
    class counts:     2     1
   probabilities: 0.667 0.333 
  left son=119275448 (2 obs) right son=119275449 (1 obs)
  Primary splits:
      c1 < 4278.372 to the right, improve=1.333333, (0 missing)
      c2 < 4255.239 to the right, improve=1.333333, (0 missing)
      c3 < 3992.28  to the left,  improve=1.333333, (0 missing)
      c4 < 4618.718 to the left,  improve=1.333333, (0 missing)
      c5 < 4094.598 to the right, improve=1.333333, (0 missing)

Node number 59637725: 37 observations,    complexity param=0.0001861306
  predicted class=open    expected loss=0.1351351  P(node) =0.003535595
    class counts:     5    32
   probabilities: 0.135 0.865 
  left son=119275450 (1 obs) right son=119275451 (36 obs)
  Primary splits:
      c5  < 4137.995 to the right, improve=1.537538, (0 missing)
      c9  < 4187.999 to the left,  improve=1.537538, (0 missing)
      c10 < 4596.622 to the left,  improve=1.537538, (0 missing)
      c12 < 4260.709 to the right, improve=1.537538, (0 missing)
      c1  < 4275.539 to the left,  improve=1.486744, (0 missing)

Node number 59637726: 2 observations,    complexity param=0.0001063603
  predicted class=closed  expected loss=0.5  P(node) =0.0001911132
    class counts:     1     1
   probabilities: 0.500 0.500 
  left son=119275452 (1 obs) right son=119275453 (1 obs)
  Primary splits:
      c1 < 4281.357 to the right, improve=1, (0 missing)
      c2 < 4277.929 to the left,  improve=1, (0 missing)
      c3 < 4006.173 to the right, improve=1, (0 missing)
      c4 < 4619.394 to the right, improve=1, (0 missing)
      c5 < 4132.893 to the left,  improve=1, (0 missing)

Node number 59637727: 67 observations
  predicted class=open    expected loss=0  P(node) =0.006402293
    class counts:     0    67
   probabilities: 0.000 1.000 

Node number 119275448: 2 observations
  predicted class=closed  expected loss=0  P(node) =0.0001911132
    class counts:     2     0
   probabilities: 1.000 0.000 

Node number 119275449: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 119275450: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 119275451: 36 observations,    complexity param=0.0001861306
  predicted class=open    expected loss=0.1111111  P(node) =0.003440038
    class counts:     4    32
   probabilities: 0.111 0.889 
  left son=238550902 (1 obs) right son=238550903 (35 obs)
  Primary splits:
      c9  < 4187.999 to the left,  improve=1.6253970, (0 missing)
      c10 < 4596.622 to the left,  improve=1.6253970, (0 missing)
      c2  < 4240.809 to the left,  improve=0.9691756, (0 missing)
      c8  < 4059.441 to the left,  improve=0.9691756, (0 missing)
      c5  < 4108.399 to the left,  improve=0.8888889, (0 missing)

Node number 119275452: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 119275453: 1 observations
  predicted class=open    expected loss=0  P(node) =9.555662e-05
    class counts:     0     1
   probabilities: 0.000 1.000 

Node number 238550902: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 238550903: 35 observations,    complexity param=0.0001861306
  predicted class=open    expected loss=0.08571429  P(node) =0.003344482
    class counts:     3    32
   probabilities: 0.086 0.914 
  left son=477101806 (1 obs) right son=477101807 (34 obs)
  Primary splits:
      c10 < 4596.622 to the left,  improve=1.7210080, (0 missing)
      c2  < 4240.809 to the left,  improve=1.1523810, (0 missing)
      c1  < 4275.539 to the left,  improve=0.8880131, (0 missing)
      c6  < 4340.637 to the right, improve=0.5597884, (0 missing)
      c5  < 4108.399 to the left,  improve=0.5445378, (0 missing)

Node number 477101806: 1 observations
  predicted class=closed  expected loss=0  P(node) =9.555662e-05
    class counts:     1     0
   probabilities: 1.000 0.000 

Node number 477101807: 34 observations,    complexity param=0.0001861306
  predicted class=open    expected loss=0.05882353  P(node) =0.003248925
    class counts:     2    32
   probabilities: 0.059 0.941 
  left son=954203614 (5 obs) right son=954203615 (29 obs)
  Primary splits:
      c2  < 4240.809 to the left,  improve=1.3647060, (0 missing)
      c1  < 4275.539 to the left,  improve=1.0980390, (0 missing)
      c4  < 4615.649 to the left,  improve=0.4958887, (0 missing)
      c8  < 4059.441 to the left,  improve=0.3313725, (0 missing)
      c12 < 4217.661 to the left,  improve=0.3313725, (0 missing)
  Surrogate splits:
      c1 < 4272.706 to the left,  agree=0.912, adj=0.4, (0 split)
      c6 < 4316.992 to the left,  agree=0.912, adj=0.4, (0 split)
      c4 < 4615.649 to the left,  agree=0.882, adj=0.2, (0 split)
      c7 < 4238.296 to the right, agree=0.882, adj=0.2, (0 split)

Node number 954203614: 5 observations,    complexity param=0.0001861306
  predicted class=open    expected loss=0.4  P(node) =0.0004777831
    class counts:     2     3
   probabilities: 0.400 0.600 
  left son=1908407228 (2 obs) right son=1908407229 (3 obs)
  Primary splits:
      c3  < 3983.161 to the right, improve=2.400000, (0 missing)
      c13 < 4272.446 to the right, improve=2.400000, (0 missing)
      c1  < 4270.826 to the right, improve=1.066667, (0 missing)
      c5  < 4102.843 to the right, improve=1.066667, (0 missing)
      c6  < 4325.298 to the right, improve=1.066667, (0 missing)
  Surrogate splits:
      c13 < 4272.446 to the right, agree=1.0, adj=1.0, (0 split)
      c1  < 4270.826 to the right, agree=0.8, adj=0.5, (0 split)
      c5  < 4102.843 to the right, agree=0.8, adj=0.5, (0 split)
      c6  < 4325.298 to the right, agree=0.8, adj=0.5, (0 split)
      c7  < 4237.705 to the left,  agree=0.8, adj=0.5, (0 split)

Node number 954203615: 29 observations
  predicted class=open    expected loss=0  P(node) =0.002771142
    class counts:     0    29
   probabilities: 0.000 1.000 

Node number 1908407228: 2 observations
  predicted class=closed  expected loss=0  P(node) =0.0001911132
    class counts:     2     0
   probabilities: 1.000 0.000 

Node number 1908407229: 3 observations
  predicted class=open    expected loss=0  P(node) =0.0002866699
    class counts:     0     3
   probabilities: 0.000 1.000 

In [ ]:
which.min(dtree_full$cptable[, "xerror"])
# i was right about the best cp value :) it is 46.
46: 46
In [ ]:
rpart.plot(dtree_full, type = 2, extra = 101, fallen.leaves = F, tweak = 1.2, main = "Entire tree for EEG")
# i see that the tree is overfitted
Warning message:
"labs do not fit even at cex 0.15, there may be some overplotting"
No description has been provided for this image
In [ ]:
# we are taking the optimal level of cp mentioned earlier and we will prune it
best_cp_for_pruning <- dtree_full$cptable[which.min(dtree_full$cptable[, "xerror"]), "CP"]

dtree_pruned <- prune(dtree_full, cp = best_cp_for_pruning)
In [ ]:
printcp(dtree_pruned)
rpart.plot(dtree_pruned, type = 2, extra = 101, fallen.leaves = FALSE, tweak = 1.2, main = "Pruned Tree for EEG Data")
# more airy, less overfitted
Classification tree:
rpart::rpart(formula = eyes ~ ., data = train_data, method = "class", 
    control = rpart.control(minsplit = 1, cp = 0))

Variables actually used in tree construction:
 [1] c1  c10 c11 c12 c13 c15 c16 c2  c3  c4  c5  c6  c7  c8  c9 

Root node error: 4701/10465 = 0.44921

n= 10465 

           CP nsplit rel error  xerror      xstd
1  0.09763880      0   1.00000 1.00000 0.0108242
2  0.05700915      1   0.90236 0.91959 0.0107149
3  0.03212083      2   0.84535 0.85110 0.0105749
4  0.02807913      3   0.81323 0.84152 0.0105518
5  0.01978302      5   0.75707 0.77707 0.0103730
6  0.01446501      7   0.71751 0.74388 0.0102646
7  0.01382685      8   0.70304 0.74048 0.0102528
8  0.01255052      9   0.68922 0.72431 0.0101953
9  0.00829611     10   0.67666 0.71240 0.0101512
10 0.00723250     11   0.66837 0.70070 0.0101063
11 0.00531802     13   0.65390 0.69198 0.0100719
12 0.00489258     16   0.63795 0.66645 0.0099662
13 0.00416933     18   0.62816 0.65114 0.0098993
14 0.00404169     28   0.56924 0.64050 0.0098512
15 0.00393533     29   0.56520 0.63455 0.0098237
16 0.00361625     31   0.55733 0.63178 0.0098108
17 0.00333262     32   0.55371 0.62987 0.0098018
18 0.00276537     36   0.53584 0.62093 0.0097592
19 0.00262356     38   0.53031 0.61923 0.0097510
20 0.00255265     41   0.52244 0.61625 0.0097365
21 0.00233993     42   0.51989 0.61412 0.0097261
22 0.00219811     45   0.51287 0.59966 0.0096539
23 0.00212721     48   0.50628 0.59285 0.0096191
24 0.00191449     52   0.49777 0.58817 0.0095947
25 0.00180813     59   0.48266 0.58413 0.0095735
26 0.00170177     61   0.47905 0.57924 0.0095475
27 0.00159541     62   0.47735 0.57541 0.0095270
28 0.00154223     69   0.46522 0.57413 0.0095201
29 0.00148904     73   0.45905 0.57073 0.0095016
30 0.00138268     75   0.45607 0.57009 0.0094981
31 0.00134723     82   0.44586 0.57009 0.0094981
32 0.00127632     85   0.44182 0.56967 0.0094958
33 0.00122314     89   0.43672 0.56499 0.0094700
34 0.00116996     99   0.42140 0.56499 0.0094700
35 0.00106360    105   0.41438 0.56520 0.0094712
36 0.00101042    119   0.39949 0.55988 0.0094416
37 0.00095724    124   0.39375 0.55967 0.0094404
38 0.00092179    142   0.37566 0.55605 0.0094201
39 0.00085088    150   0.36801 0.55584 0.0094189
40 0.00077998    183   0.33929 0.55010 0.0093862
41 0.00074452    193   0.33099 0.55010 0.0093862
42 0.00070907    207   0.32057 0.55073 0.0093899
43 0.00063816    210   0.31844 0.54308 0.0093456
44 0.00056726    272   0.27845 0.54350 0.0093481
45 0.00053180    280   0.27356 0.54137 0.0093357
46 0.00049635    301   0.26228 0.53903 0.0093220
Warning message:
"labs do not fit even at cex 0.15, there may be some overplotting"
No description has been provided for this image
In [ ]:
# I will predict all 3 trees: the one with stopping criterion, the entire tree and the pruned one
pred_dtree_default <- predict(dtree_default, newdata = train_data, type = "class")
pred_dtree_full <- predict(dtree_full, newdata = train_data, type = "class")
pred_dtree_pruned <- predict(dtree_pruned, newdata = train_data, type = "class")

# for test
pred_dtree_pruned_test <- predict(dtree_pruned, newdata = test_data, type = "class")

# Evaluation
confusionMatrix(pred_dtree_default, reference = train_data$eyes)
confusionMatrix(pred_dtree_full, reference = train_data$eyes)
confusionMatrix(pred_dtree_pruned, reference = train_data$eyes)

# The default tree has an accuracy of 0.696
# The full tree has an accuracy of 1
# The pruned tree has an accuracy of 0.8822
Confusion Matrix and Statistics

          Reference
Prediction closed open
    closed   2431  911
    open     2270 4853
                                          
               Accuracy : 0.696           
                 95% CI : (0.6871, 0.7048)
    No Information Rate : 0.5508          
    P-Value [Acc > NIR] : < 2.2e-16       
                                          
                  Kappa : 0.3689          
                                          
 Mcnemar's Test P-Value : < 2.2e-16       
                                          
            Sensitivity : 0.5171          
            Specificity : 0.8420          
         Pos Pred Value : 0.7274          
         Neg Pred Value : 0.6813          
             Prevalence : 0.4492          
         Detection Rate : 0.2323          
   Detection Prevalence : 0.3194          
      Balanced Accuracy : 0.6795          
                                          
       'Positive' Class : closed          
                                          
Confusion Matrix and Statistics

          Reference
Prediction closed open
    closed   4701    0
    open        0 5764
                                     
               Accuracy : 1          
                 95% CI : (0.9996, 1)
    No Information Rate : 0.5508     
    P-Value [Acc > NIR] : < 2.2e-16  
                                     
                  Kappa : 1          
                                     
 Mcnemar's Test P-Value : NA         
                                     
            Sensitivity : 1.0000     
            Specificity : 1.0000     
         Pos Pred Value : 1.0000     
         Neg Pred Value : 1.0000     
             Prevalence : 0.4492     
         Detection Rate : 0.4492     
   Detection Prevalence : 0.4492     
      Balanced Accuracy : 1.0000     
                                     
       'Positive' Class : closed     
                                     
Confusion Matrix and Statistics

          Reference
Prediction closed open
    closed   4033  565
    open      668 5199
                                          
               Accuracy : 0.8822          
                 95% CI : (0.8758, 0.8883)
    No Information Rate : 0.5508          
    P-Value [Acc > NIR] : < 2.2e-16       
                                          
                  Kappa : 0.7614          
                                          
 Mcnemar's Test P-Value : 0.003675        
                                          
            Sensitivity : 0.8579          
            Specificity : 0.9020          
         Pos Pred Value : 0.8771          
         Neg Pred Value : 0.8861          
             Prevalence : 0.4492          
         Detection Rate : 0.3854          
   Detection Prevalence : 0.4394          
      Balanced Accuracy : 0.8799          
                                          
       'Positive' Class : closed          
                                          

Decision Tree Summary¶

After manually tuning the hyperparameter and running my model with it in the prunned tree, I got the accuracy of 88.22%.

Initally, I runned them on the test data (because I forgot to keep the test data for the end) and the balanced data did horrible on the test data, but default tree did better.


Part II: SVM model¶

In [ ]:
svm_model <- svm(train_numeric, train_eyes)
svm_pred <- predict(svm_model, train_numeric)
confusionMatrix(data = svm_pred, reference = train_eyes, positive = "closed", mode = "prec_recall")

# accuracy of 0.6663 on training
Confusion Matrix and Statistics

          Reference
Prediction closed open
    closed   1598  389
    open     3103 5375
                                          
               Accuracy : 0.6663          
                 95% CI : (0.6572, 0.6754)
    No Information Rate : 0.5508          
    P-Value [Acc > NIR] : < 2.2e-16       
                                          
                  Kappa : 0.2878          
                                          
 Mcnemar's Test P-Value : < 2.2e-16       
                                          
              Precision : 0.8042          
                 Recall : 0.3399          
                     F1 : 0.4779          
             Prevalence : 0.4492          
         Detection Rate : 0.1527          
   Detection Prevalence : 0.1899          
      Balanced Accuracy : 0.6362          
                                          
       'Positive' Class : closed          
                                          

SVM was the spot I didn't like because I don't feel like I could get it well enough from datacamp. I have the slides downloaded in case of anything, and I will use it altogether with internet, instead of your code provided at class.

I saw that radial kernel is the most commonly used kernel and that is effective for capturing complex and non-linear decision boundaries. From what I observed in the data, it is complex and not linear.

So I will use a radial kernel.

In [ ]:
param_grid <- expand.grid(C = c(0.1, 1, 10), 
                        gamma = c(0.01, 0.1, 1))

best_params <- NULL
best_accuracy <- 0

for (i in 1:nrow(param_grid)) {
    svm_model <- svm(eyes ~ ., data = train_data, kernel = "radial", 
                    cost = param_grid$C[i], gamma = param_grid$gamma[i])
  
    predictions <- predict(svm_model, newdata = train_data)
    accuracy <- sum(predictions == train_eyes) / nrow(train_data)
  
    if (accuracy > best_accuracy) {
        best_accuracy <- accuracy
        best_params <- param_grid[i, ]
    }
}

final_svm_model <- svm(eyes ~ ., data = train_data, kernel = "radial", 
                       cost = best_params$C, gamma = best_params$gamma)
In [ ]:
pred_svm <- predict(final_svm_model, newdata = train_data)
pred_svm_test <- predict(final_svm_model, newdata = test_data)
confusionMatrix(pred_svm, reference = train_eyes)

# accuracy of 0.8828 on training
Confusion Matrix and Statistics

          Reference
Prediction closed open
    closed   3934  459
    open      767 5305
                                          
               Accuracy : 0.8828          
                 95% CI : (0.8765, 0.8889)
    No Information Rate : 0.5508          
    P-Value [Acc > NIR] : < 2.2e-16       
                                          
                  Kappa : 0.7618          
                                          
 Mcnemar's Test P-Value : < 2.2e-16       
                                          
            Sensitivity : 0.8368          
            Specificity : 0.9204          
         Pos Pred Value : 0.8955          
         Neg Pred Value : 0.8737          
             Prevalence : 0.4492          
         Detection Rate : 0.3759          
   Detection Prevalence : 0.4198          
      Balanced Accuracy : 0.8786          
                                          
       'Positive' Class : closed          
                                          

SVM Summary¶

I tuned the hyperparameters of cost and gamma, but because it takes a long time, as you discussed with my colleagues on teams, I did not tune it properly.

param_grid would have longer sequences.


Part III: KNN model¶

In [ ]:
# First, we separe the eyes column from the rest of the data
# We will keep our data into train_features
# the eye column will be kept into train_labels

train_numeric <- train_data[, !"eyes"]  
train_eyes <- train_data$eyes

test_numeric <- test_data[, !"eyes"]
test_eyes <- test_data$eyes
In [ ]:
# I will rescale the data for KNN

train_numeric_rescaled <- scale(train_numeric)
centering <- attr(train_numeric_rescaled, "scaled:center")
scaling <- attr(train_numeric_rescaled, "scaled:scale")
train_numeric_rescaled <- as.data.frame(train_numeric_rescaled)
In [ ]:
# I will make a for loop to see the best k value for KNN
# I have no idea what range I should take, so I took from 1 to 99 with a step of 2
# Took 1m 16.5s to run

training_pred <- list()
Kselection <- seq(1, 99, 2) 
for (i in Kselection) {
  training_pred[[as.character(i)]] <- knn.cv(train = train_numeric_rescaled,
                                             cl = train_eyes,
                                             k = i)
}
In [ ]:
# I calculate the accuracy and F1 score for each k value

accuracies <- sapply(training_pred, function(x) confusionMatrix(data = x, reference = train_eyes, positive = "closed")$overall["Accuracy"])
F1_score <- sapply(training_pred, function(x) confusionMatrix(data = x, reference = train_eyes, positive = "closed", mode = "prec_recall")$byClass[["F1"]])
In [ ]:
plot_ly(x = Kselection, y = accuracies, type = "scatter", mode = "line", name = "Accuracy") |>
  add_lines(y = F1_score, name = "F1 Score") |>
  layout(xaxis = list(title = "K value"),
         yaxis = list(title = "Value"))

# The plot shows that both accuracy and F1-score have their peak at k=13
In [ ]:
best_K <- which.max(accuracies) 
best_accuracy <- accuracies[best_K]
cat("Best K value:", Kselection[best_K], "\n")
cat("Accuracy:", best_accuracy)
Best K value: 13 
Accuracy: 0.7643574Accuracy: 0.7643574
In [ ]:
# I'm rescaling the test data for later and I will predict the train data with the best K value

test_numeric_rescaled <- as.data.frame(scale(test_numeric, center = centering, scale = scaling)) 
pred_knn <- knn(train = train_numeric_rescaled,
                 test = test_numeric_rescaled,
                 cl = train_eyes,
                 k = Kselection[best_K]) # 13
                 
train_knn <- knn(train = train_numeric_rescaled,
                  test = train_numeric_rescaled,
                  cl = train_eyes,
                  k = Kselection[best_K]) # 13

confusionMatrix(data = train_knn, reference = train_eyes, mode = "prec_recall")
Confusion Matrix and Statistics

          Reference
Prediction closed open
    closed   3407  670
    open     1294 5094
                                          
               Accuracy : 0.8123          
                 95% CI : (0.8047, 0.8198)
    No Information Rate : 0.5508          
    P-Value [Acc > NIR] : < 2.2e-16       
                                          
                  Kappa : 0.616           
                                          
 Mcnemar's Test P-Value : < 2.2e-16       
                                          
              Precision : 0.8357          
                 Recall : 0.7247          
                     F1 : 0.7763          
             Prevalence : 0.4492          
         Detection Rate : 0.3256          
   Detection Prevalence : 0.3896          
      Balanced Accuracy : 0.8043          
                                          
       'Positive' Class : closed          
                                          

KNN Summary¶

After I found out the best value of k, that is 13, I predicted the test data with it and got an accuracy of 81.24%


Part IV: Random Forest, AdaBoost, XGBoost¶

1. Random Forest¶

In [ ]:
# as I don't have missing values and even eyes column is pretty balanced (closed: 4701, open :5764), I don't think I need to rebalance the data
# but I will analyse both options for my own safety :)

# train RF model on original data
rf_orig <- ranger(x = train_numeric, y = train_eyes)

# predict also on train data
rf_orig_pred <- predict(object = rf_orig, data = train_numeric)
confusionMatrix(data = rf_orig_pred$predictions, reference = train_eyes, positive = "closed", mode = "prec_recall")
Confusion Matrix and Statistics

          Reference
Prediction closed open
    closed   4701    0
    open        0 5764
                                     
               Accuracy : 1          
                 95% CI : (0.9996, 1)
    No Information Rate : 0.5508     
    P-Value [Acc > NIR] : < 2.2e-16  
                                     
                  Kappa : 1          
                                     
 Mcnemar's Test P-Value : NA         
                                     
              Precision : 1.0000     
                 Recall : 1.0000     
                     F1 : 1.0000     
             Prevalence : 0.4492     
         Detection Rate : 0.4492     
   Detection Prevalence : 0.4492     
      Balanced Accuracy : 1.0000     
                                     
       'Positive' Class : closed     
                                     

For original data, RF had an accuracy of 1. Not shocking

In [ ]:
# rebalancing the data for the second RF model
train_balanced <- ROSE(eyes ~ ., data = train_data,
                        seed = 123, p = 0.5)$data

setDT(train_balanced)


# and separe the numeric and eyes again
train_balanced_numeric <- subset(train_balanced, select = -eyes)
train_balanced_eyes <- train_balanced$eyes
In [ ]:
# train Rf but with balanced data
rf_balanced <- ranger(x = train_balanced_numeric, y = train_balanced_eyes)
In [ ]:
# Evaluate performance on rebalanced data
rf_balanced_pred <- predict(object = rf_balanced, data = train_numeric)
confusionMatrix(data = rf_balanced_pred$predictions, reference = train_eyes, positive = "closed", mode = "prec_recall")
Warning message in confusionMatrix.default(data = rf_balanced_pred$predictions, :
"Levels are not in the same order for reference and data. Refactoring data to match."
Confusion Matrix and Statistics

          Reference
Prediction closed open
    closed   4701 5761
    open        0    3
                                          
               Accuracy : 0.4495          
                 95% CI : (0.4399, 0.4591)
    No Information Rate : 0.5508          
    P-Value [Acc > NIR] : 1               
                                          
                  Kappa : 5e-04           
                                          
 Mcnemar's Test P-Value : <2e-16          
                                          
              Precision : 0.4493          
                 Recall : 1.0000          
                     F1 : 0.6201          
             Prevalence : 0.4492          
         Detection Rate : 0.4492          
   Detection Prevalence : 0.9997          
      Balanced Accuracy : 0.5003          
                                          
       'Positive' Class : closed          
                                          

For the balanced data, RF had an accuracy of 0.4495. That is really bad. Maybe I didn't balance it well?

I will not use the balanced data.

In [ ]:
# hyperparameter tuning for RF
# first I will tune only the number of trees, and then the rest later

hyper_grid <- data.frame(
  n_trees = seq(25, 1000, by = 25),
  OOB = 0,
  F1 = 0
)

# train RF models with different number of trees
for (i in 1:nrow(hyper_grid)) {
  rf_tune <- ranger(x = train_numeric, y = train_eyes, num.trees = hyper_grid$n_trees[i])
  conf <- confusionMatrix(data = rf_tune$predictions, 
                            reference = train_eyes, 
                            positive = "closed", 
                            mode = "prec_recall")
  hyper_grid$OOB[i] <- sqrt(rf_tune$prediction.error)
  hyper_grid$F1[i] <- conf$byClass[["F1"]]
}

plot_ly(data=hyper_grid, x=~n_trees, y=~OOB, type = "scatter", mode = "line")
plot_ly(data=hyper_grid, x=~n_trees, y=~F1, type = "scatter", mode = "line")

In both graphs, between 300-400 it stabilizes. I would have said 200-300, but I see it is growing just a little bit to 800 trees, and the range 300-400 is closer to that growth.

In [ ]:
# now I want to tune all the hyperparameters. 

hyper_grid <- expand.grid(
  n_trees      = c(200,400,500),
  mtry         = 1:5,
  node_size    = 1:5,
  OOB_RMSE     = 0,
  F1           = 0)

for (i in 1:nrow(hyper_grid)) {
  rf_tune <- ranger(
    x = train_numeric,
    y = train_eyes,
    num.trees = hyper_grid$n_trees[i],
    mtry = hyper_grid$mtry[i],
    min.node.size = hyper_grid$min.node.size[i],
    seed = 123
  )

  hyper_grid$OOB_RMSE[i] <- sqrt(rf_tune$prediction.error)
  conf <- confusionMatrix(data = rf_tune$predictions, reference = train_eyes, mode = "prec_recall", positive = "closed")
  hyper_grid$F1[i] <- conf$byClass["F1"]
  }
  View(hyper_grid)
A data.frame: 75 × 5
n_treesmtrynode_sizeOOB_RMSEF1
<dbl><int><int><dbl><dbl>
200110.42474800.7849168
400110.41828720.7905274
500110.41862970.7901122
200210.40233430.8098765
400210.39959370.8117183
500210.39719510.8137620
200310.40375680.8092149
400310.39586970.8160610
500310.39296250.8190370
200410.39839620.8140186
400410.39162270.8198451
500410.38954320.8223316
200510.39502400.8180501
400510.39040080.8217280
500510.39089000.8214804
200120.42474800.7849168
400120.41828720.7905274
500120.41862970.7901122
200220.40233430.8098765
400220.39959370.8117183
500220.39719510.8137620
200320.40375680.8092149
400320.39586970.8160610
500320.39296250.8190370
200420.39839620.8140186
400420.39162270.8198451
500420.38954320.8223316
200520.39502400.8180501
400520.39040080.8217280
500520.39089000.8214804
⋮⋮⋮⋮⋮
200140.42474800.7849168
400140.41828720.7905274
500140.41862970.7901122
200240.40233430.8098765
400240.39959370.8117183
500240.39719510.8137620
200340.40375680.8092149
400340.39586970.8160610
500340.39296250.8190370
200440.39839620.8140186
400440.39162270.8198451
500440.38954320.8223316
200540.39502400.8180501
400540.39040080.8217280
500540.39089000.8214804
200150.42474800.7849168
400150.41828720.7905274
500150.41862970.7901122
200250.40233430.8098765
400250.39959370.8117183
500250.39719510.8137620
200350.40375680.8092149
400350.39586970.8160610
500350.39296250.8190370
200450.39839620.8140186
400450.39162270.8198451
500450.38954320.8223316
200550.39502400.8180501
400550.39040080.8217280
500550.39089000.8214804
In [ ]:
# i don't want to go through all the F1 scores, i will choose it this way:
hyper_grid[which.max(hyper_grid$F1), ]

# it seems like node_size don't influence the data
# subset(hyper_grid, mtry == 4 & n_trees == 500)
A data.frame: 1 × 5
n_treesmtrynode_sizeOOB_RMSEF1
<dbl><int><int><dbl><dbl>
12500410.38954320.8223316
In [ ]:
# test the tuned parameters on training data
rf_tuned <- ranger(
  x = train_numeric,
  y = train_eyes,
  num.trees = 500,
  mtry = 4,
  min.node.size = 1,
  seed = 123
)

rf_pred <- predict(object = rf_tuned, data = test_numeric)
# predict on training data
confusionMatrix(data = rf_tuned$predictions, reference = train_eyes, positive = "closed", mode = "prec_recall")
# 0.8483 accuracy
Confusion Matrix and Statistics

          Reference
Prediction closed open
    closed   3675  562
    open     1026 5202
                                          
               Accuracy : 0.8483          
                 95% CI : (0.8412, 0.8551)
    No Information Rate : 0.5508          
    P-Value [Acc > NIR] : < 2.2e-16       
                                          
                  Kappa : 0.6905          
                                          
 Mcnemar's Test P-Value : < 2.2e-16       
                                          
              Precision : 0.8674          
                 Recall : 0.7817          
                     F1 : 0.8223          
             Prevalence : 0.4492          
         Detection Rate : 0.3512          
   Detection Prevalence : 0.4049          
      Balanced Accuracy : 0.8421          
                                          
       'Positive' Class : closed          
                                          

Random Forest Summary¶

On the original data, RF had an accuracy of 0.8941.

On the rebalanced one, 0.4479.

On the original data, the tuned model had an accuarcy of 0.8974.

We increased the performance with 0.0033, that is not much, but honest work.


2. AdaBoost¶

In [ ]:
# I am looking over the code in class, and I don't know why you have only 200 iterations for AdaBoost. 
# So I want to try with multiple iterations just to see if it performs less, or if it tends to overfit
# It took 22m 31.5s to run this code

# I don't care that is not perfect, I am close to deadline and I am not running it on train data to wait 22 more minutes. 

iteration_range <- c(100, 200, 300, 400, 500)

# I will store everything here 
adaboost_results <- data.frame(
  Iterations = integer(), 
  Precision = numeric(),
  Recall = numeric()     
)

# I will iterate through the numbers and i will train the model for each mfinal
for (iterations in iteration_range) {
  ada <- adabag::boosting(eyes ~ ., data = train_data, mfinal = iterations)
  ada_pred <- predict(ada, newdata = test_numeric)
  
  conf_matrix <- confusionMatrix(as.factor(ada_pred$class), test_eyes, mode = "prec_recall", positive = "closed")
  precision <- conf_matrix$byClass["Precision"]
  recall <- conf_matrix$byClass["Recall"]
  
  adaboost_results <- rbind(adaboost_results, data.frame(Iterations = iterations, Precision = precision, Recall = recall))
}

print(adaboost_results)
           Iterations Precision    Recall
Precision         100 0.8116740 0.7318769
Precision1        200 0.8310552 0.7547170
Precision2        300 0.8388732 0.7393247
Precision3        400 0.8367235 0.7557100
Precision4        500 0.8467562 0.7517378

Summary AdaBoost¶

From the table, with each set of iterations, the precision improved. The recall (true positives) also improved in a way, but not very consistent. Considering that this performance was made on the test data, I consider it was not prone to overfitting. But I am not sure, to be honest.

I am scared to try bigger iterations, even if might raise the values, but the computational power is at cost.

400 and 500 iterations performed the best on the model. ON TEST DATA

In [ ]:
ada <- adabag::boosting(eyes ~ ., data = train_data, mfinal = 600)
In [ ]:
ada_pred <- predict(ada, newdata = test_numeric)
ada_pred_train <- predict(ada, newdata = train_numeric)
confusionMatrix(as.factor(ada_pred$class), test_eyes, mode = "prec_recall", positive = "closed")
Confusion Matrix and Statistics

          Reference
Prediction closed open
    closed   1546  287
    open      468 2193
                                          
               Accuracy : 0.832           
                 95% CI : (0.8207, 0.8428)
    No Information Rate : 0.5518          
    P-Value [Acc > NIR] : < 2.2e-16       
                                          
                  Kappa : 0.6575          
                                          
 Mcnemar's Test P-Value : 5.72e-11        
                                          
              Precision : 0.8434          
                 Recall : 0.7676          
                     F1 : 0.8037          
             Prevalence : 0.4482          
         Detection Rate : 0.3440          
   Detection Prevalence : 0.4079          
      Balanced Accuracy : 0.8260          
                                          
       'Positive' Class : closed          
                                          

I really wanted to try 600 iterations... The precision is 0.8434 and the recall is 0.7676.

The recall grow, but not the precision. To much computational power, it took 10 min for 600 iterations.


3. XGBoost¶

Firstly, I want to mention that I will not do one-hot encoding, because the only categorical variable I have is "eyes", the one that I want to predict.

In [ ]:
train_xgb <- as.matrix(train_numeric) # make it a matrix
train_eyes_xgb <- as.integer(ifelse(train_eyes == "closed",1,0))



text_xgb <- as.matrix(test_numeric)
# test_eyes_xgb <- as.integer(ifelse(test_eyes == "closed",1,0))
test_eyes_xgb <- factor(test_eyes_xgb, levels = c(0, 1))

train_pred_xgb <- predict(xgb_model, as.matrix(train_xgb))
train_pred__xgb_binary <- as.integer(train_pred > 0.5)

test_pred_xgb <- predict(xgb_model, as.matrix(text_xgb))
# test_pred_xgb_binary <- as.integer(test_pred > 0.5)
test_pred_xgb_binary <- factor(test_pred_xgb_binary, levels = c(0, 1))
In [ ]:
xgb_model <- xgboost(data = as.matrix(train_xgb), label = train_eyes_xgb, nrounds = 3000, objective = "binary:logistic")

confusionMatrix(as.factor(train_pred_binary), as.factor(train_eyes_xgb), mode = "prec_recall", positive = "1")

# the nrounds would need tuning, but I don't have enough time... But I know how to do it!
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[2]	train-logloss:0.572239 
[3]	train-logloss:0.538869 
[4]	train-logloss:0.510567 
[5]	train-logloss:0.486354 
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Confusion Matrix and Statistics

          Reference
Prediction    0    1
         0 5764    0
         1    0 4701
                                     
               Accuracy : 1          
                 95% CI : (0.9996, 1)
    No Information Rate : 0.5508     
    P-Value [Acc > NIR] : < 2.2e-16  
                                     
                  Kappa : 1          
                                     
 Mcnemar's Test P-Value : NA         
                                     
              Precision : 1.0000     
                 Recall : 1.0000     
                     F1 : 1.0000     
             Prevalence : 0.4492     
         Detection Rate : 0.4492     
   Detection Prevalence : 0.4492     
      Balanced Accuracy : 1.0000     
                                     
       'Positive' Class : 1          
                                     
In [ ]:
test_xgb <- as.matrix(test_numeric)
test_eyes_xgb <- as.integer(ifelse(test_eyes == "closed",1,0))

test_pred <- predict(xgb_model, as.matrix(test_xgb))
test_pred_binary <- as.integer(test_pred > 0.5)


Summary of all models¶

  • Decision Trees
  • SVM
  • KNN
  • Random Forest
  • AdaBoost
  • XGBoost
In [ ]:
# function that calculates the 4 metrics 
metrics <- function(predictions, actual) {
  cm <- confusionMatrix(predictions, actual, positive = "closed", mode = "prec_recall")
  precision <- cm$byClass["Precision"]
  recall <- cm$byClass["Recall"]
  accuracy <- cm$overall["Accuracy"]
  f1 <- cm$byClass["F1"]
  return(c(Precision = precision, Recall = recall, Accuracy = accuracy, F1 = f1))
}
In [ ]:
# decision trees
dt_data <- metrics(pred_dtree_pruned_test, test_data$eyes)
dt_data_train <- metrics(pred_dtree_pruned, train_data$eyes)
In [ ]:
# SVM
svm_data <- metrics(pred_svm_test, test_eyes)
svm_data_train <- metrics(pred_svm, train_eyes)
In [ ]:
# KNN
knn_data <- metrics(pred_knn, test_eyes)
knn_data_train <- metrics(train_knn, train_eyes)
In [ ]:
# Random Forest
rf_data <- metrics(rf_pred$predictions, test_eyes)
rf_data_train <- metrics(rf_tuned$predictions, train_eyes)
In [ ]:
# Adaboost
ada_data <- metrics(as.factor(ada_pred$class), test_eyes)
ada_data_train <- metrics(as.factor(ada_pred_train$class), train_eyes)
In [ ]:
# XGBoost
xgboost <- metrics(test_pred_xgb_binary, test_eyes_xgb)
xgboost_train <- metrics(train_pred_xgb_inary, train_eyes_xgb)

#THIS PART DOESN'T WORK
# and I was late only because I tried to figure it out in the last moment and my pc crashed......
Error in `[.default`(data, , positive): subscript out of bounds
Traceback:

1. metrics(test_pred_xgb_binary, test_eyes_xgb)
2. confusionMatrix(predictions, actual, positive = "closed", mode = "prec_recall")   # at line 3 of file <text>
3. confusionMatrix.default(predictions, actual, positive = "closed", 
 .     mode = "prec_recall")
4. getFromNamespace("confusionMatrix.table", "caret")(classTable, 
 .     positive, prevalence = prevalence, mode = mode)
5. data[, positive]
6. `[.table`(data, , positive)
In [ ]:
summary_table <- data.frame(
    Model = c("Decision Tree", "SVM", "KNN", "Random Forest", "AdaBoost"),
    Precision = c(dt_data["Precision"], svm_data["Precision"], knn_data["Precision"], rf_data["Precision"], ada_data["Precision"]),
    Recall = c(dt_data["Recall"], svm_data["Recall"], knn_data["Recall"], rf_data["Recall"], ada_data["Recall"]),
    Accuracy = c(dt_data["Accuracy"], svm_data["Accuracy"], knn_data["Accuracy"], rf_data["Accuracy"], ada_data["Accuracy"]),
    F1 = c(dt_data["F1"], svm_data["F1"], knn_data["F1"], rf_data["F1"], ada_data["F1"])
)

print(summary_table)
          Model Precision Recall Accuracy F1
1 Decision Tree        NA     NA       NA NA
2           SVM        NA     NA       NA NA
3           KNN        NA     NA       NA NA
4 Random Forest        NA     NA       NA NA
5      AdaBoost        NA     NA       NA NA